{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "* 时间：2023/10/11\n",
    "* WEB数据挖掘\n",
    "* week06\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 本周内容（动态加载 Ajax）数据获取\n",
    "\n",
    "## 1.1 实践项目：liepin数据抓取\n",
    "> 1. 网站：liepin.com"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: requests-html in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (0.10.0)\n",
      "Requirement already satisfied: requests in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from requests-html) (2.31.0)\n",
      "Requirement already satisfied: pyquery in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from requests-html) (2.0.0)\n",
      "Requirement already satisfied: fake-useragent in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from requests-html) (1.2.1)\n",
      "Requirement already satisfied: parse in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from requests-html) (1.19.1)\n",
      "Requirement already satisfied: bs4 in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from requests-html) (0.0.1)\n",
      "Requirement already satisfied: w3lib in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from requests-html) (2.1.2)\n",
      "Requirement already satisfied: pyppeteer>=0.0.14 in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from requests-html) (1.0.2)\n",
      "Requirement already satisfied: appdirs<2.0.0,>=1.4.3 in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.4.4)\n",
      "Requirement already satisfied: certifi>=2021 in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (2022.12.7)\n",
      "Requirement already satisfied: importlib-metadata>=1.4 in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (6.8.0)\n",
      "Requirement already satisfied: pyee<9.0.0,>=8.1.0 in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (8.2.2)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.42.1 in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.65.0)\n",
      "Requirement already satisfied: urllib3<2.0.0,>=1.25.8 in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.26.15)\n",
      "Requirement already satisfied: websockets<11.0,>=10.0 in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (10.4)\n",
      "Requirement already satisfied: beautifulsoup4 in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from bs4->requests-html) (4.12.2)\n",
      "Requirement already satisfied: lxml>=2.1 in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from pyquery->requests-html) (4.9.3)\n",
      "Requirement already satisfied: cssselect>=1.2.0 in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from pyquery->requests-html) (1.2.0)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from requests->requests-html) (3.1.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from requests->requests-html) (3.4)\n",
      "Requirement already satisfied: zipp>=0.5 in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from importlib-metadata>=1.4->pyppeteer>=0.0.14->requests-html) (3.16.2)\n",
      "Requirement already satisfied: colorama in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from tqdm<5.0.0,>=4.42.1->pyppeteer>=0.0.14->requests-html) (0.4.6)\n",
      "Requirement already satisfied: soupsieve>1.2 in c:\\users\\。\\appdata\\local\\programs\\python\\python310\\lib\\site-packages (from beautifulsoup4->bs4->requests-html) (2.4.1)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n",
      "[notice] A new release of pip is available: 23.1.2 -> 23.3.1\n",
      "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
     ]
    }
   ],
   "source": [
    "! pip install requests-html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 尝试 requsets-html 获取页面数据\n",
    "\n",
    "from requests_html import HTMLSession\n",
    "session = HTMLSession()\n",
    "\n",
    "r = session.get('https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'window.dataLayer = window.dataLayer || []; function gtag(){dataLayer.push(arguments);} gtag(\\'js\\', new Date()); gtag(\\'config\\', \\'G-54YTJKWN86\\');\\n【深圳招聘信息_深圳人才网招聘信息】-猎聘\\n全国\\n首页\\n职位\\n校园\\n海归\\n社区\\n简历优化\\n猎聘APP\\n我是猎头\\n我是招聘方\\nNEW\\n登录/注册\\n热门职位\\n推荐职位\\n热门行业\\n周边城市\\n热门城市\\n其他公司\\n相关公司\\n手机版\\n深圳生产订单主管招聘深圳备件管理专家招聘深圳南航销售经理招聘深圳社群渠道经理招聘深圳细胞培养研发招聘深圳厨务研发总监招聘深圳韩语社群运营招聘深圳美股交易员招聘深圳驻厂外派督导招聘深圳企业管理类讲师招聘深圳门店工程专家招聘深圳高级男频责编招聘深圳迎宾客服经理招聘深圳财务税务管理招聘深圳像素原画师招聘深圳国际音乐招聘深圳高教销售招聘深圳用户画像LEADER招聘深圳动力工艺岗招聘深圳高级心享管家招聘深圳订单物流总监招聘深圳锦鲤养殖技术员招聘深圳课题立项申报员招聘深圳大区终端成本管理招聘深圳免疫质谱研发工程师招聘深圳贸易高级业务经理招聘深圳蓝牙音箱软件工程师招聘深圳建筑公司业务拓展经理招聘深圳石化产业事业部负责人招聘深圳化学室实验员招聘\\n深圳.NET招聘深圳项目总监招聘深圳其他招聘深圳Windows Phone招聘深圳通信设备工程师招聘深圳网络推广招聘深圳其他前端开发招聘深圳环境/健康/安全管理招聘深圳投资/理财顾问招聘深圳放射科医生招聘深圳艺人助理招聘深圳包装设计招聘深圳配色技术员招聘深圳西餐厨师招聘深圳资产保全/催收招聘深圳门店运营招聘深圳锅炉工招聘深圳焊工招聘深圳实施工程师招聘深圳外贸经理/主管招聘深圳临床监查员CRA招聘深圳岩土工程师招聘深圳推荐算法招聘深圳HRBP招聘深圳舆情分析师招聘深圳广告创意师招聘深圳房地产评估招聘深圳护理主任/护士长招聘深圳印刷/包装工招聘深圳科研管理人员招聘\\n深圳珠宝/首饰招聘深圳其他金融招聘深圳石化招聘深圳汽车交易/后市场招聘深圳工程施工招聘深圳担保/拍卖/典当招聘深圳计算机软件招聘深圳生物技术招聘深圳家具/家居招聘深圳房地产开发经营招聘深圳家具/家居招聘深圳矿产开采招聘深圳旅游招聘深圳新闻和出版业招聘深圳仪器仪表招聘深圳印刷/包装/造纸招聘深圳房地产租赁/中介招聘深圳烟草招聘深圳知识产权服务招聘深圳专业技术服务招聘深圳其他行业招聘深圳餐饮业招聘深圳电子/半导体/集成电路招聘深圳新材料招聘深圳日化招聘深圳科技金融招聘深圳基金/证券/期货招聘深圳科技推广服务招聘深圳食品/饮料/酒水招聘深圳养老服务招聘\\n广州招聘惠州招聘梅州招聘汕尾招聘河源招聘阳江招聘清远招聘东莞招聘韶关招聘中山招聘珠海招聘潮州招聘揭阳招聘汕头招聘云浮招聘佛山招聘江门招聘湛江招聘茂名招聘肇庆招聘\\n北京招聘网上海招聘网广州招聘网厦门招聘网杭州招聘网郑州招聘网南京招聘网天津招聘网重庆招聘网成都招聘网苏州招聘网商丘招聘网大连招聘网济南招聘网宁波招聘网无锡招聘网青岛招聘网沈阳招聘网台州招聘网西安招聘网武汉招聘网\\n韶关市曲江天瑞德化工有限公司深圳分公司深圳国金所互联网金融服务有限公司深圳市信达瑞富非融资担保有限公司深圳中汇联合供应链金融服务有限公司深圳前海零和基金管理有限公司深圳佳宇资本管理有限公司深圳市九牛云商实业有限公司深圳市鸿图嘉信息科技有限公司深圳前海东金资产管理有限公司深圳前海仟壹投资管理有限公司深圳九鸿投资管理有限公司嘉柏投资管理(深圳)有限公司深圳前海中信前融融资租赁有限公司深圳市颂旌祺管理咨询有限公司深圳前海泰瀛资产管理有限公司深圳市鼎承茶业有限公司深圳市智明合科技有限公司深圳智慧传晟技术开发有限公司深圳市华盛精立达科技有限公司深圳市欧百特科技有限公司深圳市宝安区新安星森电子商行深圳前海万诺科技有限公司深圳市深豪方投资有限公司深圳市国晖保理有限公司深圳市派威科技有限公司深圳市创亿昌科技有限公司深圳前海普兰特商业顾问有限公司深圳前海百纳德农业科技投资股份有限公司深圳市齐华资产管理有限公司深圳市鸣辉实业有限公司\\n富士光(广东)智能设备制造有限公司能富包装材料(深圳)有限公司深圳市广塑进出口有限公司深圳市中意喜客贸易有限公司深圳市美通亚微电子有限公司深圳市赛琅泰克贸易有限公司展邦电子柑客科技(深圳)有限公司深圳万骏房地产开发有限公司深圳市华瑞富朝信息咨询有限公司深圳市中睿人力资源有限公司深圳市鑫华年科技发展有限公司深圳市方辰广告设计有限公司东莞市车保姆汽车信息咨询服务有限公司深圳市信坤科技有限公司深圳市千里云电子贸易有限公司艾音贝尔(深圳)智能科技有限公司上海上嵌信息科技有限公司深圳分公司深圳市华艺同创装饰工程有限公司邦阔科技(深圳)有限公司\\n深圳招聘\\n当前位置：\\n深圳招聘网 > 深圳招聘信息\\nwindow.addEventListener(\\'message\\', function(event) {if (event.data && event.data.type === \\'footer-height\\') {document.querySelector(\\'#common-footer\\').setAttribute(\\'height\\', event.data.height + \\'px\\') }}, false) (function () { var imEntryScript = \\'<script crossOrigin=\"anonymous\" src=\"//concat.lietou-static.com/fe-imc-pc/v6/latest/entry.js?q=\\'.concat( Math.floor(Date.now() / 180000), \\'\"><\\\\/script>\\' ); document.write(imEntryScript); })(); { \"@context\": \"https://ziyuan.baidu.com/contexts/cambrian.jsonld\", \"appid\": \"1586030202028057\", \"@id\": \"https://www.liepin.com/city-sz/zhaopin/?scene=seo\", \"title\": \"【深圳招聘信息_深圳人才网招聘信息】-猎聘\", \"description\": \"猎聘深圳招聘信息提供真实的深圳人才招聘信息，深圳招聘信息有超过10000多高薪人才招聘信息职位任你选，找深圳招聘信息就来深圳人才网招聘信息频道。\", \"upDate\": \"2023-10-25T08:00:00\", \"data\": { \"WebPage\": { \"headline\": \"【深圳招聘信息_深圳人才网招聘信息】-猎聘\", \"pcUrl\": \"https://www.liepin.com/city-sz/zhaopin/?scene=seo\", \"wapUrl\": \"https://m.liepin.com/city-sz/zhaopin/?scene=seo\" } } } var _hmt = _hmt || []; (function () { var hm = document.createElement(\"script\"); hm.src = \"//hm.baidu.com/hm.js?a2647413544f5a04f00da7eee0d5e200\"; var s = document.getElementsByTagName(\"script\")[0]; s.parentNode.insertBefore(hm, s); })(); (function () { var bp = document.createElement(\\'script\\'); var curProtocol = window.location.protocol.split(\\':\\')[0]; if (curProtocol === \\'https\\') { bp.src = \\'https://zz.bdstatic.com/linksubmit/push.js\\'; } else { bp.src = \\'http://push.zhanzhang.baidu.com/push.js\\'; } var s = document.getElementsByTagName(\"script\")[0]; s.parentNode.insertBefore(bp, s); })(); ;(function (n, e, r, t, a, o, s, i, c, l, f, m, p, u) { o = \\'precollect\\' s = \\'getAttribute\\' i = \\'addEventListener\\' c = \\'PerformanceObserver\\' l = function (e) { f = [].slice.call(arguments) f.push(Date.now(), location.href) ;(e == o ? l.p.a : l.q).push(f) } l.q = [] l.p = { a: [] } n[a] = l m = document.createElement(\\'script\\') m.src = r + \\'?aid=\\' + t + \\'&globalName=\\' + a m.crossorigin = \\'anonymous\\' e.getElementsByTagName(\\'head\\')[0].appendChild(m) if (i in n) { l.pcErr = function (e) { e = e || n.event p = e.target || e.srcElement if (p instanceof Element || p instanceof HTMLElement) { n[a](o, \\'st\\', { tagName: p.tagName, url: p[s](\\'href\\') || p[s](\\'src\\') }) } else { n[a](o, \\'err\\', e.error || e.message) } } l.pcRej = function (e) { e = e || n.event n[a](o, \\'err\\', e.reason || (e.detail && e.detail.reason)) } n[i](\\'error\\', l.pcErr, true) n[i](\\'unhandledrejection\\', l.pcRej, true) } if (\\'PerformanceLongTaskTiming\\' in n) { u = l.pp = { entries: [] } u.observer = new PerformanceObserver(function (e) { u.entries = u.entries.concat(e.getEntries()) }) u.observer.observe({ entryTypes: [\\'longtask\\', \\'largest-contentful-paint\\', \\'layout-shift\\'] }) } })( window, document, \\'https://concat.lietou-static.com/fe-lib-pc/v6/apmplus/1.7.0/browser.cn.js\\', 0, \\'apmPlus\\' ) window.apmPlus(\\'init\\', { aid: 460715, token: \\'26ca6df079bf44f09bd002af5fdb382c\\', plugins: { ajax: false, fetch: false, pageview: true, resource: false, performance: { longtask: true } }, sample: { rules: { pageview: { enable: true, sample_rate: 0.01 }, performance: { sample_rate: 0.0005 }, performance_timing: { sample_rate: 0.0005 }, performance_longtask: { sample_rate: 0.0005 } } } }) window.apmPlus(\\'start\\')'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.html.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = session.post('https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 0, 'code': '-1400', 'msg': '出错了（400）！'}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_6) AppleWebKit/603.3.8 (KHTML, like Gecko) Version/10.1.2 Safari/603.3.8', 'Accept-Encoding': 'gzip, deflate', 'Accept': '*/*', 'Connection': 'keep-alive', 'Cookie': 'XSRF-TOKEN=amCEnwyATO6y9Wjoj4wAkw; __gc_id=8dcdf6eea8fe4486849fa7470981ae6f', 'Content-Length': '0'}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.request.headers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 无法请求到数据的原因：\n",
    "> 1. 模拟真实用户代理\n",
    "> 2. 提供请求的参数（类比API）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "liepin_headers = {\n",
    "\t\"Accept\": \"application/json, text/plain, */*\",\n",
    "\t\"Accept-Encoding\": \"gzip, deflate, br\",\n",
    "\t\"Accept-Language\": \"zh-CN,zh;q=0.9\",\n",
    "\t\"Connection\": \"keep-alive\",\n",
    "\t\"Content-Length\": \"487\",\n",
    "\t\"Content-Type\": \"application/json;charset=UTF-8;\",\n",
    "\t\"Cookie\": \"XSRF-TOKEN=zIARnRM0QQaLudJk_4OBXw; __gc_id=e936feed5bd343e5a73b304fa0d4ad5f; _ga=GA1.1.504776059.1697021947; __uuid=1697021948310.51; __tlog=1697021948354.48%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021951; acw_tc=2760828416970219810274366e53a098388abcfc886c89f5cbf2332344893f; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1697021975; __session_seq=4; __uv_seq=4; __tlg_event_seq=24; _ga_54YTJKWN86=GS1.1.1697021946.1.1.1697023027.0.0.0\",\n",
    "\t\"Host\": \"api-c.liepin.com\",\n",
    "\t\"Origin\": \"https://www.liepin.com\",\n",
    "\t\"Referer\": \"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=\",\n",
    "\t\"Sec-Fetch-Dest\": \"empty\",\n",
    "\t\"Sec-Fetch-Mode\": \"cors\",\n",
    "\t\"Sec-Fetch-Site\": \"same-site\",\n",
    "\t\"User-Agent\": \"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/81.0.4044.122 Safari/537.36\",\n",
    "\t\"X-Client-Type\": \"web\",\n",
    "\t\"X-Fscp-Bi-Stat\": \"{\\\"location\\\": \\\"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=\\\"}\",\n",
    "\t\"X-Fscp-Fe-Version\": \"\",\n",
    "\t\"X-Fscp-Std-Info\": \"{\\\"client_id\\\": \\\"40108\\\"}\",\n",
    "\t\"X-Fscp-Trace-Id\": \"187c89d1-ed19-48b2-99fe-85ceeb116589\",\n",
    "\t\"X-Fscp-Version\": \"1.1\",\n",
    "\t\"X-Requested-With\": \"XMLHttpRequest\",\n",
    "\t\"X-XSRF-TOKEN\": \"zIARnRM0QQaLudJk_4OBXw\"\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\n",
    "\t\"data\": {\n",
    "\t\t\"mainSearchPcConditionForm\": {\n",
    "\t\t\t\"city\": \"050090\",\n",
    "\t\t\t\"dq\": \"050090\",\n",
    "\t\t\t\"pubTime\": \"\",\n",
    "\t\t\t\"currentPage\": \"0\",\n",
    "\t\t\t\"pageSize\": 40,\n",
    "\t\t\t\"key\": \"产品经理\",\n",
    "\t\t\t\"suggestTag\": \"\",\n",
    "\t\t\t\"workYearCode\": \"\",\n",
    "\t\t\t\"compId\": \"\",\n",
    "\t\t\t\"compName\": \"\",\n",
    "\t\t\t\"compTag\": \"\",\n",
    "\t\t\t\"industry\": \"\",\n",
    "\t\t\t\"salary\": \"\",\n",
    "\t\t\t\"jobKind\": \"\",\n",
    "\t\t\t\"compScale\": \"\",\n",
    "\t\t\t\"compKind\": \"\",\n",
    "\t\t\t\"compStage\": \"\",\n",
    "\t\t\t\"eduLevel\": \"\"\n",
    "\t\t},\n",
    "\t\t\"passThroughForm\": {\n",
    "\t\t\t\"scene\": \"condition\",\n",
    "\t\t\t\"skId\": \"geq5b0qsi9umzbhn0oojbi2j8v8qu2bb\",\n",
    "\t\t\t\"fkId\": \"geq5b0qsi9umzbhn0oojbi2j8v8qu2bb\",\n",
    "\t\t\t\"ckId\": \"y2jy1uvl2gar8xipyemg77rijoomop78\",\n",
    "\t\t\t\"suggest\": None\n",
    "\t\t}\n",
    "\t}\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = liepin_headers    # 模拟真实用户\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'recruiter': {'imId': 'f2bc966edf87465727604c803496f761',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '64edb1871913aa27489a503a05u.png',\n",
       "      'recruiterId': 'ccdad52c2bbc660a07efab5c7119dcac'},\n",
       "     'comp': {'compName': '联和存储科技(江苏)有限公司',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '62f463c85732892a6615046607u.png',\n",
       "      'compId': 13146105,\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/13146105/'},\n",
       "     'dataParams': '{\"userId\":\"ccdad52c2bbc660a07efab5c7119dcac\",\"imId\":\"f2bc966edf87465727604c803496f761\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"jobId\":\"58727339\",\"recruiterPhoto\":\"64edb1871913aa27489a503a05u.png\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2258727339%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['电子/半导体/集成电路',\n",
       "       '产品规划',\n",
       "       '需求分析',\n",
       "       '用户研究',\n",
       "       '市场调研',\n",
       "       '数据分析',\n",
       "       '存储芯片',\n",
       "       'NAND',\n",
       "       'UFS',\n",
       "       'ssd'],\n",
       "      'salary': '20-40k·14薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-南山区',\n",
       "      'title': 'PM产品经理',\n",
       "      'jobKind': '2',\n",
       "      'topJob': True,\n",
       "      'refreshTime': '20231025092903',\n",
       "      'jobId': '58727339',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'link': 'https://www.liepin.com/job/1958727339.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': True}},\n",
       "    {'recruiter': {'imId': 'a693fe2de3b813b818250961d28776f8',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterId': '4b5b2f7a74ebead3aadebbe992efa486'},\n",
       "     'comp': {'compName': '倍生生物科技(深圳)有限公司',\n",
       "      'compStage': '天使轮',\n",
       "      'compLogo': '636488445fd2f55ef5a3291b07u.png',\n",
       "      'compId': 12787419,\n",
       "      'compScale': '100-499人',\n",
       "      'compIndustry': '生物技术',\n",
       "      'link': 'https://www.liepin.com/company/12787419/'},\n",
       "     'dataParams': '{\"userId\":\"4b5b2f7a74ebead3aadebbe992efa486\",\"imId\":\"a693fe2de3b813b818250961d28776f8\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"郑女士\",\"jobId\":\"62389205\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2262389205%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['平台产品',\n",
       "       '竞品分析',\n",
       "       '策略产品',\n",
       "       '商业产品',\n",
       "       '产品优化',\n",
       "       '产品规划',\n",
       "       '产品设计',\n",
       "       '医疗行业',\n",
       "       'to B',\n",
       "       '数据产品'],\n",
       "      'salary': '20-30k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-光明区',\n",
       "      'title': '高级产品经理',\n",
       "      'jobKind': '2',\n",
       "      'topJob': True,\n",
       "      'refreshTime': '20231023105635',\n",
       "      'jobId': '62389205',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'link': 'https://www.liepin.com/job/1962389205.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': True}},\n",
       "    {'recruiter': {'imId': '1423ffc96d23eef6e358a4dcf6ef85b9',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '人事经理',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterId': 'e2977cb7c48d92cc95ff89b467c8f367'},\n",
       "     'comp': {'compName': '深圳市大乐装建筑科技有限公司',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '6192332159c483542a7085ae07u.png',\n",
       "      'compId': 12778001,\n",
       "      'compScale': '100-499人',\n",
       "      'compIndustry': '工程施工',\n",
       "      'link': 'https://www.liepin.com/company/12778001/'},\n",
       "     'dataParams': '{\"userId\":\"e2977cb7c48d92cc95ff89b467c8f367\",\"imId\":\"1423ffc96d23eef6e358a4dcf6ef85b9\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"jobId\":\"62340719\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2262340719%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['平台产品',\n",
       "       'SaaS产品',\n",
       "       '供应链产品',\n",
       "       'IT互联网',\n",
       "       '装修装饰',\n",
       "       'SaaS系统',\n",
       "       '计算机软件',\n",
       "       '产品设计',\n",
       "       '产品优化',\n",
       "       '流程设计'],\n",
       "      'salary': '15-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-南山区',\n",
       "      'title': '产品经理（家装设计Saas）',\n",
       "      'jobKind': '2',\n",
       "      'topJob': True,\n",
       "      'refreshTime': '20231019170606',\n",
       "      'jobId': '62340719',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'link': 'https://www.liepin.com/job/1962340719.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': True}},\n",
       "    {'recruiter': {'imId': '4a4ece35206ffdf578f5885b11a76839',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '陈先生',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterPhoto': '57c4e9d345ce9f0a74a9b8cd04a.png',\n",
       "      'recruiterId': 'd4be0c7af21e622076f4668dbe33f725'},\n",
       "     'comp': {'compName': '阿里巴巴集团',\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '5bfe915474719d35745acf0903a.png',\n",
       "      'compId': 1072424,\n",
       "      'compScale': '10000人以上',\n",
       "      'compIndustry': '互联网',\n",
       "      'link': 'https://www.liepin.com/company/1072424/'},\n",
       "     'dataParams': '{\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"imId\":\"4a4ece35206ffdf578f5885b11a76839\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"陈先生\",\"jobId\":\"36908035\",\"recruiterPhoto\":\"57c4e9d345ce9f0a74a9b8cd04a.png\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2236908035%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['数据产品', '数据挖掘', '数据分析', '产品规划'],\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳',\n",
       "      'title': 'Lazada-Data Product Manager-流量数据产品经理（深圳）',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20210311143004',\n",
       "      'jobId': '36908035',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'link': 'https://www.liepin.com/job/1936908035.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '学历不限',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '5f8386ced4ae183262f6540bf442d9e7',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '人力资源部主管',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterId': '03a35b280d00a67bde30689f01e9fe19'},\n",
       "     'comp': {'compName': '中电港',\n",
       "      'compLogo': '5bfe9bce74719df0ac9a179703a.png',\n",
       "      'compId': 8523053,\n",
       "      'compScale': '500-999人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/8523053/'},\n",
       "     'dataParams': '{\"userId\":\"03a35b280d00a67bde30689f01e9fe19\",\"imId\":\"5f8386ced4ae183262f6540bf442d9e7\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"郑女士\",\"jobId\":\"44250585\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2244250585%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['数据产品',\n",
       "       '供应链产品',\n",
       "       '电子/半导体/集成电路',\n",
       "       '电子商务',\n",
       "       '产品规划',\n",
       "       '用户研究',\n",
       "       '市场调研',\n",
       "       '竞品分析',\n",
       "       '数据分析'],\n",
       "      'salary': '15-20k·15薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳',\n",
       "      'title': '产品经理 PM（NXP）',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231016141158',\n",
       "      'jobId': '44250585',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=4',\n",
       "      'link': 'https://www.liepin.com/job/1944250585.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '1302b01334b547df3eae059a38e31609',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': 'Talent Acquisition',\n",
       "      'recruiterPhoto': '6098fbd5919e256bc8d799fe03u.png',\n",
       "      'recruiterId': '435b286bb8f76f8f51d56a5f1de4256c'},\n",
       "     'comp': {'compName': '伊顿中国',\n",
       "      'compLogo': '5bfe9df574719d2aa34b7b2203a.png',\n",
       "      'compId': 1069385,\n",
       "      'compScale': '10000人以上',\n",
       "      'compIndustry': '机械/设备',\n",
       "      'link': 'https://www.liepin.com/company/1069385/'},\n",
       "     'dataParams': '{\"userId\":\"435b286bb8f76f8f51d56a5f1de4256c\",\"imId\":\"1302b01334b547df3eae059a38e31609\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"jobId\":\"43765787\",\"recruiterPhoto\":\"6098fbd5919e256bc8d799fe03u.png\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2243765787%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'title': '产品经理 PLM PM',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230821133647',\n",
       "      'jobId': '43765787',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=5&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=5',\n",
       "      'link': 'https://www.liepin.com/job/1943765787.shtml',\n",
       "      'requireWorkYears': '10年以上',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': 'f6dc9ce90b0921a49ccf3dc45f6d7696',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '万先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterPhoto': '5db1849947b2f02171adf34907u.jpg',\n",
       "      'recruiterId': '8a9f7420efe1111fa9891526b34c6c2a'},\n",
       "     'comp': {'compName': '某深圳大型电子/半导体/集成电路公司',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compScale': '500-999人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"userId\":\"8a9f7420efe1111fa9891526b34c6c2a\",\"imId\":\"f6dc9ce90b0921a49ccf3dc45f6d7696\",\"imUserType\":\"2\",\"jobKind\":\"1\",\"recruiterName\":\"万先生\",\"jobId\":\"49967313\",\"recruiterPhoto\":\"5db1849947b2f02171adf34907u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2249967313%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['功率器件'],\n",
       "      'salary': '20-40k·13薪',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'title': '产品经理PM',\n",
       "      'jobKind': '1',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231025172353',\n",
       "      'jobId': '49967313',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=6&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=6',\n",
       "      'link': 'https://www.liepin.com/a/49967313.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': 'b736db3b42e0395a5ffa3c8d56bb2e9d',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '洪女士',\n",
       "      'recruiterTitle': '助理总经理/总助(高管级)',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterId': '49456bf7c47ad70d219291c49e5b9314'},\n",
       "     'comp': {'compName': '深圳中积芯科技有限公司',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 13629967,\n",
       "      'compScale': '1-49人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/13629967/'},\n",
       "     'dataParams': '{\"userId\":\"49456bf7c47ad70d219291c49e5b9314\",\"imId\":\"b736db3b42e0395a5ffa3c8d56bb2e9d\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"洪女士\",\"jobId\":\"61924043\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2261924043%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['产品规划', '市场调研', '用户研究', '电子商务'],\n",
       "      'salary': '13-16k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-南山区',\n",
       "      'title': 'PM产品经理',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230928114733',\n",
       "      'jobId': '61924043',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=7&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=7',\n",
       "      'link': 'https://www.liepin.com/job/1961924043.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': 'c01b7239c29322d914c33c05749ae593',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '刘先生',\n",
       "      'recruiterTitle': '物联网解决方案事业部副总',\n",
       "      'recruiterPhoto': '616d0eaff3e81c74a137689a06u.png',\n",
       "      'recruiterId': 'c204e12c186b70d57858b553fb56c213'},\n",
       "     'comp': {'compName': 'BroadLink',\n",
       "      'compStage': 'D轮',\n",
       "      'compLogo': '6163dc033df70d56f3b601a406u.png',\n",
       "      'compId': 10047697,\n",
       "      'compScale': '100-499人',\n",
       "      'compIndustry': '智能硬件',\n",
       "      'link': 'https://www.liepin.com/company/10047697/'},\n",
       "     'dataParams': '{\"userId\":\"c204e12c186b70d57858b553fb56c213\",\"imId\":\"c01b7239c29322d914c33c05749ae593\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"刘先生\",\"jobId\":\"44022163\",\"recruiterPhoto\":\"616d0eaff3e81c74a137689a06u.png\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2244022163%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['ppt', '需求分析', '硬件产品'],\n",
       "      'salary': '13-18k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳',\n",
       "      'title': 'pm产品经理',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20211018102103',\n",
       "      'jobId': '44022163',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=8&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=8',\n",
       "      'link': 'https://www.liepin.com/job/1944022163.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '005af46d9f3704303d9330917b5ed9b8',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '余先生',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg',\n",
       "      'recruiterId': 'bba759b10dd4f30e2a1b9740c3514f62'},\n",
       "     'comp': {'compName': '深圳侠时代餐饮管理咨询有限公司',\n",
       "      'compLogo': '636ccda1eb6213323330832902u.png',\n",
       "      'compId': 13333885,\n",
       "      'compScale': '2000-5000人',\n",
       "      'compIndustry': '餐饮业',\n",
       "      'link': 'https://www.liepin.com/company/13333885/'},\n",
       "     'dataParams': '{\"userId\":\"bba759b10dd4f30e2a1b9740c3514f62\",\"imId\":\"005af46d9f3704303d9330917b5ed9b8\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"余先生\",\"jobId\":\"62125471\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2262125471%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['小吃研发', '凉菜研发', '产品创新'],\n",
       "      'salary': '16-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-南山区',\n",
       "      'title': '产品研发经理（小吃凉菜）',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231025101329',\n",
       "      'jobId': '62125471',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=9&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=9',\n",
       "      'link': 'https://www.liepin.com/job/1962125471.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': 'f6b7241c2baec70cb55f541d35f91cff',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '曾女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterId': '27b40b320914b243bb131668d4424cd3'},\n",
       "     'comp': {'compName': '字节跳动',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '5d887b5528021708fa52b44403u.jpg',\n",
       "      'compId': 7863078,\n",
       "      'compScale': '10000人以上',\n",
       "      'compIndustry': '互联网',\n",
       "      'link': 'https://www.liepin.com/company/7863078/'},\n",
       "     'dataParams': '{\"userId\":\"27b40b320914b243bb131668d4424cd3\",\"imId\":\"f6b7241c2baec70cb55f541d35f91cff\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"曾女士\",\"jobId\":\"61168405\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2261168405%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['数据产品', '数据分析', '产品规划', '团队管理', '用户研究'],\n",
       "      'salary': '20-50k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-南山区',\n",
       "      'title': '特效工具产品经理-智能创作  Effects Tools Product Manager-Intelligent Creation',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231020013412',\n",
       "      'jobId': '61168405',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=10&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=10',\n",
       "      'link': 'https://www.liepin.com/job/1961168405.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '073e7f3d615fbf4744028f553778c6e1',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterId': '0f490e3b52d7b4d209f146570e06808e'},\n",
       "     'comp': {'compName': '鹏源电子',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 8921762,\n",
       "      'compScale': '100-499人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/8921762/'},\n",
       "     'dataParams': '{\"userId\":\"0f490e3b52d7b4d209f146570e06808e\",\"imId\":\"073e7f3d615fbf4744028f553778c6e1\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"郑女士\",\"jobId\":\"57342597\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2257342597%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'salary': '12-20k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-福田区',\n",
       "      'title': 'PM 产品经理',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231025092647',\n",
       "      'jobId': '57342597',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=11&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=11',\n",
       "      'link': 'https://www.liepin.com/job/1957342597.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': 'c2a7b3c534d4f3e28d1ff84e0a6c6898',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterId': '3ed0a57b953381ec00fd95f949e1e587'},\n",
       "     'comp': {'compName': '深圳市华信科科技有限公司',\n",
       "      'compStage': '战略投资',\n",
       "      'compLogo': '5f6bf74a79c7cc70efb0449807u.png',\n",
       "      'compId': 12148501,\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '贸易/进出口',\n",
       "      'link': 'https://www.liepin.com/company/12148501/'},\n",
       "     'dataParams': '{\"userId\":\"3ed0a57b953381ec00fd95f949e1e587\",\"imId\":\"c2a7b3c534d4f3e28d1ff84e0a6c6898\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"王女士\",\"jobId\":\"59037701\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2259037701%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['电子/半导体/集成电路'],\n",
       "      'salary': '15-30k·16薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳',\n",
       "      'title': '产品经理PM',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230707141108',\n",
       "      'jobId': '59037701',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=12&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=12',\n",
       "      'link': 'https://www.liepin.com/job/1959037701.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '4ef5526798483a4de37b0b202b2adc1c',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '朱女士',\n",
       "      'recruiterTitle': '人事',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterId': 'e040df2a2277bc9edfc50be1acb5a8aa'},\n",
       "     'comp': {'compName': '中印云端',\n",
       "      'compLogo': '61d5701e9c49ff7ec564562301u.png',\n",
       "      'compId': 12260991,\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/12260991/'},\n",
       "     'dataParams': '{\"userId\":\"e040df2a2277bc9edfc50be1acb5a8aa\",\"imId\":\"4ef5526798483a4de37b0b202b2adc1c\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"朱女士\",\"jobId\":\"60775157\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2260775157%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['模拟电源', 'PM', '产品经理', '二极管', '元器件'],\n",
       "      'salary': '20-40k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳',\n",
       "      'title': '产品线经理 （PM）',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230814102813',\n",
       "      'jobId': '60775157',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=13&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=13',\n",
       "      'link': 'https://www.liepin.com/job/1960775157.shtml',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '4ca16030d71bd190ad8732728d6065d6',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '朱女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterId': 'c2e78dc87ba8babb5b05f36f9f4c7dce'},\n",
       "     'comp': {'compName': '深圳华润九新药业有限公司',\n",
       "      'compLogo': '5df6fa31276e4871f428c9b508u.png',\n",
       "      'compId': 9859209,\n",
       "      'compScale': '500-999人',\n",
       "      'compIndustry': '制药',\n",
       "      'link': 'https://www.liepin.com/company/9859209/'},\n",
       "     'dataParams': '{\"userId\":\"c2e78dc87ba8babb5b05f36f9f4c7dce\",\"imId\":\"4ca16030d71bd190ad8732728d6065d6\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"朱女士\",\"jobId\":\"62434771\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2262434771%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'salary': '8-10k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-福田区',\n",
       "      'title': '产品专员-抗感染BU市场部',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231024153918',\n",
       "      'jobId': '62434771',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=14&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=14',\n",
       "      'link': 'https://www.liepin.com/job/1962434771.shtml',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': 'bf831b7e81387f4345913e3a4abf94f3',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '景女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterPhoto': '6305cf61b77e512ba9da292908u.png',\n",
       "      'recruiterId': 'a3efebbe5476fd144c7275e0b3131c5e'},\n",
       "     'comp': {'compName': '某深圳计算机软件公司',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compScale': '1-49人',\n",
       "      'compIndustry': '计算机软件',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"userId\":\"a3efebbe5476fd144c7275e0b3131c5e\",\"imId\":\"bf831b7e81387f4345913e3a4abf94f3\",\"imUserType\":\"2\",\"jobKind\":\"1\",\"recruiterName\":\"景女士\",\"jobId\":\"48634761\",\"recruiterPhoto\":\"6305cf61b77e512ba9da292908u.png\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2248634761%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['电子元器件', '半导体', '电子/半导体/集成电路'],\n",
       "      'salary': '10-15k',\n",
       "      'dq': '深圳',\n",
       "      'title': '产品线经理PM 交通补贴 (154354)',\n",
       "      'jobKind': '1',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230815174402',\n",
       "      'jobId': '48634761',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=15&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=15',\n",
       "      'link': 'https://www.liepin.com/a/48634761.shtml',\n",
       "      'requireWorkYears': '一年以下',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '361ab007f8a1697171de52c3bc0b6279',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterId': '784ac3ccc4474b6f71a2c9fecf9f2948'},\n",
       "     'comp': {'compName': '深圳市宏旺微电子有限公司',\n",
       "      'compStage': '战略投资',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 10016683,\n",
       "      'compScale': '100-499人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/10016683/'},\n",
       "     'dataParams': '{\"userId\":\"784ac3ccc4474b6f71a2c9fecf9f2948\",\"imId\":\"361ab007f8a1697171de52c3bc0b6279\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"jobId\":\"38687185\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2238687185%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['产品规划', '运营管理'],\n",
       "      'salary': '15-25k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-南山区',\n",
       "      'title': '产品经理/PM',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230714142301',\n",
       "      'jobId': '38687185',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=16&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=16',\n",
       "      'link': 'https://www.liepin.com/job/1938687185.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '4d26494c54a77d5333f1d87ff4815723',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '卢女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '62fc9cee804e287457021c6403u.png',\n",
       "      'recruiterId': '997ac596617df43a6fc5e5a3185cdff3'},\n",
       "     'comp': {'compName': '雅全电子',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '62fc973a9e4c1713c988b8b103u.jpg',\n",
       "      'compId': 9443633,\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/9443633/'},\n",
       "     'dataParams': '{\"userId\":\"997ac596617df43a6fc5e5a3185cdff3\",\"imId\":\"4d26494c54a77d5333f1d87ff4815723\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"卢女士\",\"jobId\":\"54319281\",\"recruiterPhoto\":\"62fc9cee804e287457021c6403u.png\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2254319281%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['数据产品', '电子/半导体/集成电路', '市场调研', '数据分析', '产品规划'],\n",
       "      'salary': '15-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳',\n",
       "      'title': '产品经理PM',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20221123151858',\n",
       "      'jobId': '54319281',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=17&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=17',\n",
       "      'link': 'https://www.liepin.com/job/1954319281.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '1423ffc96d23eef6e358a4dcf6ef85b9',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '人事经理',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterId': 'e2977cb7c48d92cc95ff89b467c8f367'},\n",
       "     'comp': {'compName': '深圳市大乐装建筑科技有限公司',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '6192332159c483542a7085ae07u.png',\n",
       "      'compId': 12778001,\n",
       "      'compScale': '100-499人',\n",
       "      'compIndustry': '工程施工',\n",
       "      'link': 'https://www.liepin.com/company/12778001/'},\n",
       "     'dataParams': '{\"userId\":\"e2977cb7c48d92cc95ff89b467c8f367\",\"imId\":\"1423ffc96d23eef6e358a4dcf6ef85b9\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"jobId\":\"62323277\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2262323277%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['室内装饰',\n",
       "       '装饰装潢工程',\n",
       "       '公装工程',\n",
       "       '家装工程',\n",
       "       '建筑设计',\n",
       "       '施工现场管理',\n",
       "       '住宅建筑',\n",
       "       'CAD',\n",
       "       'Adobe Photoshop'],\n",
       "      'salary': '12-18k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-南山区',\n",
       "      'title': '室内施工图设计师',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231019110649',\n",
       "      'jobId': '62323277',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=18&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=18',\n",
       "      'link': 'https://www.liepin.com/job/1962323277.shtml',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '6d356058563a25376042c177f0a1d2b1',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '蓝女士',\n",
       "      'recruiterTitle': '招聘',\n",
       "      'recruiterPhoto': '5d4b8c2f81fb1a0d6f6ab53a03u.png',\n",
       "      'recruiterId': 'f5baa63b70999ea21bbb9ece786c9c4a'},\n",
       "     'comp': {'compName': '中信银行信用卡中心',\n",
       "      'compLogo': '5d4b8b40cd394174d097380c03u.png',\n",
       "      'compId': 6409805,\n",
       "      'compScale': '5000-10000人',\n",
       "      'compIndustry': '银行',\n",
       "      'link': 'https://www.liepin.com/company/6409805/'},\n",
       "     'dataParams': '{\"userId\":\"f5baa63b70999ea21bbb9ece786c9c4a\",\"imId\":\"6d356058563a25376042c177f0a1d2b1\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"蓝女士\",\"jobId\":\"62357815\",\"recruiterPhoto\":\"5d4b8c2f81fb1a0d6f6ab53a03u.png\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2262357815%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'salary': '薪资面议',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-福田区',\n",
       "      'title': '产品经理(010154)',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231020132145',\n",
       "      'jobId': '62357815',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=19&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=19',\n",
       "      'link': 'https://www.liepin.com/job/1962357815.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '3665e3a34b0ddcc0af3ffeaad667fde0',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '行政专员',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterId': 'c2a37beb635ce04c1a47493faf33028d'},\n",
       "     'comp': {'compName': '深圳市亿诚伟业电子有限公司',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 12157595,\n",
       "      'compScale': '1-49人',\n",
       "      'compIndustry': '批发/零售',\n",
       "      'link': 'https://www.liepin.com/company/12157595/'},\n",
       "     'dataParams': '{\"userId\":\"c2a37beb635ce04c1a47493faf33028d\",\"imId\":\"3665e3a34b0ddcc0af3ffeaad667fde0\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"郑女士\",\"jobId\":\"60604499\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2260604499%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'salary': '10-20k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-南山区',\n",
       "      'title': 'PM产品经理',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230807163133',\n",
       "      'jobId': '60604499',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=20&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=20',\n",
       "      'link': 'https://www.liepin.com/job/1960604499.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '784c2b987245e47cc3598071a0e218f7',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '杨先生',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg',\n",
       "      'recruiterId': 'dd0950349f402d2194eb8148a132ff22'},\n",
       "     'comp': {'compName': '深圳市盈辉电子有限公司',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 9579944,\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/9579944/'},\n",
       "     'dataParams': '{\"userId\":\"dd0950349f402d2194eb8148a132ff22\",\"imId\":\"784c2b987245e47cc3598071a0e218f7\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"杨先生\",\"jobId\":\"47307987\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2247307987%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'salary': '15-20k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'title': '产品经理PM',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231025101506',\n",
       "      'jobId': '47307987',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=21&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=21',\n",
       "      'link': 'https://www.liepin.com/job/1947307987.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '073e7f3d615fbf4744028f553778c6e1',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterId': '0f490e3b52d7b4d209f146570e06808e'},\n",
       "     'comp': {'compName': '鹏源电子',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 8921762,\n",
       "      'compScale': '100-499人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/8921762/'},\n",
       "     'dataParams': '{\"userId\":\"0f490e3b52d7b4d209f146570e06808e\",\"imId\":\"073e7f3d615fbf4744028f553778c6e1\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"郑女士\",\"jobId\":\"59431759\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2259431759%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['产品线',\n",
       "       '功率器件',\n",
       "       '电子/半导体/集成电路',\n",
       "       '半导体',\n",
       "       '储能电源',\n",
       "       '光伏',\n",
       "       '光伏逆变器',\n",
       "       'PM'],\n",
       "      'salary': '10-20k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-福田区',\n",
       "      'title': 'PM产品经理',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231025092647',\n",
       "      'jobId': '59431759',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=22&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=22',\n",
       "      'link': 'https://www.liepin.com/job/1959431759.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '63f83a66035b4f9686da8f3a9139f92c',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '余女士',\n",
       "      'recruiterTitle': '人力资源经理',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterId': 'a58562f9e895113a96b14984e4c3aac6'},\n",
       "     'comp': {'compName': '道径电子',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '5bfea08974719d2aa34bfb9303a.png',\n",
       "      'compId': 8028167,\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/8028167/'},\n",
       "     'dataParams': '{\"userId\":\"a58562f9e895113a96b14984e4c3aac6\",\"imId\":\"63f83a66035b4f9686da8f3a9139f92c\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"余女士\",\"jobId\":\"55750935\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2255750935%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['电子/半导体/集成电路', '市场调研', '团队管理'],\n",
       "      'salary': '15-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-龙华区',\n",
       "      'title': '产品经理/PM',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230720144759',\n",
       "      'jobId': '55750935',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=23&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=23',\n",
       "      'link': 'https://www.liepin.com/job/1955750935.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '27fdfc91f6dc9809b64be310238bddad',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '黄女士',\n",
       "      'recruiterTitle': '人事',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'recruiterId': '6bd83db4d420cd80a3b249221be97dc4'},\n",
       "     'comp': {'compName': '深圳市宣盈科技有限公司',\n",
       "      'compLogo': '619fea551bd4fb704e8f5f9304u.jpg',\n",
       "      'compId': 13391655,\n",
       "      'compScale': '1-49人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/13391655/'},\n",
       "     'dataParams': '{\"userId\":\"6bd83db4d420cd80a3b249221be97dc4\",\"imId\":\"27fdfc91f6dc9809b64be310238bddad\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"黄女士\",\"jobId\":\"57179331\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2257179331%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['to C', '产品规划', '团队管理'],\n",
       "      'salary': '14-20k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-福田区',\n",
       "      'title': 'PM产品经理',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230707142907',\n",
       "      'jobId': '57179331',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=24&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=24',\n",
       "      'link': 'https://www.liepin.com/job/1957179331.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '0a4f64b46432b033a88090c0f9b26513',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': '商务专员',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg',\n",
       "      'recruiterId': '1185646b724f9912c393eccc5f8b43d1'},\n",
       "     'comp': {'compName': '深圳市高维智创科技有限公司',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '60eeb62a5f5b8a6b840f236a08u.png',\n",
       "      'compId': 12830957,\n",
       "      'compScale': '1-49人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/12830957/'},\n",
       "     'dataParams': '{\"userId\":\"1185646b724f9912c393eccc5f8b43d1\",\"imId\":\"0a4f64b46432b033a88090c0f9b26513\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"56533879\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2256533879%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['客户端产品', '电子/半导体/集成电路', '用户研究'],\n",
       "      'salary': '10-12k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'title': '产品经理（PM）',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230608101922',\n",
       "      'jobId': '56533879',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=25&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=25',\n",
       "      'link': 'https://www.liepin.com/job/1956533879.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '87308f241fde688761a8485668ee84be',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '人事',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterId': 'dacd6a5aa3f238c18b38d6f56093b2cd'},\n",
       "     'comp': {'compName': '深圳市粤吉电子有限公司',\n",
       "      'compLogo': '61a0c0e51bd4fb704ea367f707u.jpg',\n",
       "      'compId': 13115993,\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/13115993/'},\n",
       "     'dataParams': '{\"userId\":\"dacd6a5aa3f238c18b38d6f56093b2cd\",\"imId\":\"87308f241fde688761a8485668ee84be\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"jobId\":\"47135639\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2247135639%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'salary': '8-15k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'title': 'pm产品经理',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20220216165525',\n",
       "      'jobId': '47135639',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=26&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=26',\n",
       "      'link': 'https://www.liepin.com/job/1947135639.shtml',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '74529eb458bb0f3c244e08c53f86302f',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '牟女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterId': '676976ba8ba9ecb043ed27b6aa9920aa'},\n",
       "     'comp': {'compName': '深圳市凯新达电子有限公司',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '620df5b4852ef53f0fc5b9d801u.png',\n",
       "      'compId': 7987788,\n",
       "      'compScale': '500-999人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/7987788/'},\n",
       "     'dataParams': '{\"userId\":\"676976ba8ba9ecb043ed27b6aa9920aa\",\"imId\":\"74529eb458bb0f3c244e08c53f86302f\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"牟女士\",\"jobId\":\"55751165\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2255751165%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['PM产品经理'],\n",
       "      'salary': '10-30k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-南山区',\n",
       "      'title': '代理线PM产品经理（电力电子方向）',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230327164332',\n",
       "      'jobId': '55751165',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=27&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=27',\n",
       "      'link': 'https://www.liepin.com/job/1955751165.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': 'f01bd5ec019a068d99eeb040770b0b48',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '董女士',\n",
       "      'recruiterTitle': 'HRD',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'recruiterId': 'f8eab0e8ce9457acb13de5af5ca228eb'},\n",
       "     'comp': {'compName': '华芯控股',\n",
       "      'compLogo': '6414141a471b9d0d5fff49f703u.png',\n",
       "      'compId': 10044915,\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/10044915/'},\n",
       "     'dataParams': '{\"userId\":\"f8eab0e8ce9457acb13de5af5ca228eb\",\"imId\":\"f01bd5ec019a068d99eeb040770b0b48\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"董女士\",\"jobId\":\"62102371\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2262102371%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'salary': '8-15k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-龙华区',\n",
       "      'title': '市场PM（市场产品经理）',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231010143954',\n",
       "      'jobId': '62102371',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=28&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=28',\n",
       "      'link': 'https://www.liepin.com/job/1962102371.shtml',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '10dcebc2c4e87aedc113e61f65e6c038',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '吴女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'recruiterId': 'ac4610185d6c0a8468cfa4bf383ca6e0'},\n",
       "     'comp': {'compName': '深圳市威晟达科技有限公司',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compId': 12397633,\n",
       "      'compScale': '1-49人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/12397633/'},\n",
       "     'dataParams': '{\"userId\":\"ac4610185d6c0a8468cfa4bf383ca6e0\",\"imId\":\"10dcebc2c4e87aedc113e61f65e6c038\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"吴女士\",\"jobId\":\"62423657\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2262423657%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['TO B ', '传感器芯片', '，消费类电子'],\n",
       "      'salary': '20-50k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-龙华区',\n",
       "      'title': '芯片产品经理(PM)',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231024112845',\n",
       "      'jobId': '62423657',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=29&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=29',\n",
       "      'link': 'https://www.liepin.com/job/1962423657.shtml',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': 'd636d1b63f2cb5bbe4ebb60240f6ac35',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '罗女士',\n",
       "      'recruiterTitle': '无',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterId': '536827c2c697d609f810b517e6edb438'},\n",
       "     'comp': {'compName': '深圳市天河星供应链有限公司',\n",
       "      'compLogo': '64a61cbb4beb94129c59f04c01u.png',\n",
       "      'compId': 13588741,\n",
       "      'compScale': '500-999人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/13588741/'},\n",
       "     'dataParams': '{\"userId\":\"536827c2c697d609f810b517e6edb438\",\"imId\":\"d636d1b63f2cb5bbe4ebb60240f6ac35\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"罗女士\",\"jobId\":\"59576335\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2259576335%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['元器件产品经理', 'PM', '二三极管', 'MOS管'],\n",
       "      'salary': '25-30k·16薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-南山区',\n",
       "      'title': '元器件产品经理PM（二三极管MOS管）',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230915103453',\n",
       "      'jobId': '59576335',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=30&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=30',\n",
       "      'link': 'https://www.liepin.com/job/1959576335.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '6044cbd70b5f5c7ad3bb4520db770433',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '总经理',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterId': '59155e63732ffa0eb9903f0bd7b26bb3'},\n",
       "     'comp': {'compName': '深圳市汇芯微电子有限公司',\n",
       "      'compLogo': '63f4970e3ee568020853bf4708u.png',\n",
       "      'compId': 8444719,\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/8444719/'},\n",
       "     'dataParams': '{\"userId\":\"59155e63732ffa0eb9903f0bd7b26bb3\",\"imId\":\"6044cbd70b5f5c7ad3bb4520db770433\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"张女士\",\"jobId\":\"53733605\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2253733605%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'salary': '20-30k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-南山区',\n",
       "      'title': '产品经理PM',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20221108191636',\n",
       "      'jobId': '53733605',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=31&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=31',\n",
       "      'link': 'https://www.liepin.com/job/1953733605.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '05aaed5d4be9c2705ccdf9963d70cb82',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '程女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterId': 'f969c2563637eedf6a8c132456e6099a'},\n",
       "     'comp': {'compName': '宝创科技',\n",
       "      'compLogo': '64fabb49da699477cab5723808u.png',\n",
       "      'compId': 8839503,\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/8839503/'},\n",
       "     'dataParams': '{\"userId\":\"f969c2563637eedf6a8c132456e6099a\",\"imId\":\"05aaed5d4be9c2705ccdf9963d70cb82\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"程女士\",\"jobId\":\"61358687\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2261358687%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['电子元器件',\n",
       "       '维护原厂关系 ',\n",
       "       '库存管控',\n",
       "       '与原厂价格谈判',\n",
       "       '单片机产品线',\n",
       "       '无线射频产品线',\n",
       "       '订单交期确定',\n",
       "       '支持销售',\n",
       "       '跟进重要客户',\n",
       "       '原厂价格谈判'],\n",
       "      'salary': '10-20k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳',\n",
       "      'title': '通讯事业部-产品经理（PM)',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231024095804',\n",
       "      'jobId': '61358687',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=32&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=32',\n",
       "      'link': 'https://www.liepin.com/job/1961358687.shtml',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': 'f3f2d41ee0fe321eaaa70b13e477f173',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '吴女士',\n",
       "      'recruiterTitle': '人事主管',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'recruiterId': '23b668b7ef4cec0daa4401da99b69788'},\n",
       "     'comp': {'compName': '深圳市富临通实业股份有限公司',\n",
       "      'compLogo': '5bfe93da74719d9f609ab36d03a.png',\n",
       "      'compId': 9329168,\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/9329168/'},\n",
       "     'dataParams': '{\"userId\":\"23b668b7ef4cec0daa4401da99b69788\",\"imId\":\"f3f2d41ee0fe321eaaa70b13e477f173\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"吴女士\",\"jobId\":\"45491147\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2245491147%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['电子/半导体/集成电路'],\n",
       "      'salary': '10-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳',\n",
       "      'title': 'pm产品经理（BOURNS/GD）',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230106153857',\n",
       "      'jobId': '45491147',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=33&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=33',\n",
       "      'link': 'https://www.liepin.com/job/1945491147.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': 'f01bd5ec019a068d99eeb040770b0b48',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '董女士',\n",
       "      'recruiterTitle': 'HRD',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'recruiterId': 'f8eab0e8ce9457acb13de5af5ca228eb'},\n",
       "     'comp': {'compName': '华芯控股',\n",
       "      'compLogo': '6414141a471b9d0d5fff49f703u.png',\n",
       "      'compId': 10044915,\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/10044915/'},\n",
       "     'dataParams': '{\"userId\":\"f8eab0e8ce9457acb13de5af5ca228eb\",\"imId\":\"f01bd5ec019a068d99eeb040770b0b48\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"董女士\",\"jobId\":\"62395833\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2262395833%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['市场策划', '市场推广', '广告/传媒/文化'],\n",
       "      'salary': '15-25k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-龙华区',\n",
       "      'title': '市场PM（高级市场产品经理）',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231023135824',\n",
       "      'jobId': '62395833',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=34',\n",
       "      'link': 'https://www.liepin.com/job/1962395833.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '1031b754d0cf9461f76fdb90ccba96fb',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '李女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterPhoto': '5bd3bc2c8e50b2deb642ce5704a.jpg',\n",
       "      'recruiterId': 'e055293ceb97e8ba80dc6f4632770b9d'},\n",
       "     'comp': {'compName': '深圳市晶台股份有限公司',\n",
       "      'compLogo': '5eb8fc87f2540204574348cf07u.png',\n",
       "      'compId': 9599779,\n",
       "      'compScale': '500-999人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/9599779/'},\n",
       "     'dataParams': '{\"userId\":\"e055293ceb97e8ba80dc6f4632770b9d\",\"imId\":\"1031b754d0cf9461f76fdb90ccba96fb\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"李女士\",\"jobId\":\"61436019\",\"recruiterPhoto\":\"5bd3bc2c8e50b2deb642ce5704a.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2261436019%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'salary': '20-40k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-宝安区',\n",
       "      'title': 'PM产品经理（功率器件）',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231008092358',\n",
       "      'jobId': '61436019',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=35',\n",
       "      'link': 'https://www.liepin.com/job/1961436019.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '95ae3e68cbd8f03d337193710fe42056',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '卓女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterPhoto': '5dd389a1d38a3d7423d99d5105u.jpg',\n",
       "      'recruiterId': '868304a795f24fd2578045cabdc23e35'},\n",
       "     'comp': {'compName': '某知名公司',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '医疗健康',\n",
       "      'link': ''},\n",
       "     'dataParams': '{\"userId\":\"868304a795f24fd2578045cabdc23e35\",\"imId\":\"95ae3e68cbd8f03d337193710fe42056\",\"imUserType\":\"2\",\"jobKind\":\"1\",\"recruiterName\":\"卓女士\",\"jobId\":\"48626171\",\"recruiterPhoto\":\"5dd389a1d38a3d7423d99d5105u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2248626171%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['电子/半导体/集成电路', '产品规划', '团队管理', '产品优化'],\n",
       "      'salary': '40-60k',\n",
       "      'dq': '深圳',\n",
       "      'title': 'PM产品经理',\n",
       "      'jobKind': '1',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231025100817',\n",
       "      'jobId': '48626171',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=36',\n",
       "      'link': 'https://www.liepin.com/a/48626171.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '学历不限',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '478ffe875d5ad1b19ccf3dc45f6d7696',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '何先生',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg',\n",
       "      'recruiterId': '040fb0f423490892184c70bb77110c0f'},\n",
       "     'comp': {'compName': '智楠半导体',\n",
       "      'compLogo': '627b816f4924691322d3f19108u.png',\n",
       "      'compId': 9630695,\n",
       "      'compScale': '50-99人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/9630695/'},\n",
       "     'dataParams': '{\"userId\":\"040fb0f423490892184c70bb77110c0f\",\"imId\":\"478ffe875d5ad1b19ccf3dc45f6d7696\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"何先生\",\"jobId\":\"44818711\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2244818711%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['市场推广', '品牌推广', '市场调研分析', '市场策划'],\n",
       "      'salary': '20-30k',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-龙岗区',\n",
       "      'title': '代理商产品经理/PM（半导体）',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231008102316',\n",
       "      'jobId': '44818711',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=37',\n",
       "      'link': 'https://www.liepin.com/job/1944818711.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': 'fae87a695169edd342eae08e8608c645',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': '人力行政经理',\n",
       "      'recruiterPhoto': '64ae1eb15b376d6e1d676d6302u.png',\n",
       "      'recruiterId': '9558d6cee02396c88aa5df08719d318e'},\n",
       "     'comp': {'compName': '捷迈科技',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '640151168f07104b6e82343802u.png',\n",
       "      'compId': 8223169,\n",
       "      'compScale': '1-49人',\n",
       "      'compIndustry': '贸易/进出口',\n",
       "      'link': 'https://www.liepin.com/company/8223169/'},\n",
       "     'dataParams': '{\"userId\":\"9558d6cee02396c88aa5df08719d318e\",\"imId\":\"fae87a695169edd342eae08e8608c645\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"刘女士\",\"jobId\":\"56671333\",\"recruiterPhoto\":\"64ae1eb15b376d6e1d676d6302u.png\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2256671333%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': ['电子元器件', '工业自动化', '新能源', '产品经理', '被动元件', '分立器件'],\n",
       "      'salary': '15-30k·13薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-南山区',\n",
       "      'title': '产品经理/PM',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231019091524',\n",
       "      'jobId': '56671333',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'link': 'https://www.liepin.com/job/1956671333.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}},\n",
       "    {'recruiter': {'imId': '7b0110f1d286b2a7acd19bcabb3b6f15',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '贾女士',\n",
       "      'recruiterTitle': 'HR招聘',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'recruiterId': '6fdaf3efbffc15fb9a1b372cd0d54045'},\n",
       "     'comp': {'compName': '福建睿能科技',\n",
       "      'compStage': '沪深A股上市',\n",
       "      'compLogo': '5bfe9c1474719df0ac9a24de03a.png',\n",
       "      'compId': 7977355,\n",
       "      'compScale': '100-499人',\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'link': 'https://www.liepin.com/company/7977355/'},\n",
       "     'dataParams': '{\"userId\":\"6fdaf3efbffc15fb9a1b372cd0d54045\",\"imId\":\"7b0110f1d286b2a7acd19bcabb3b6f15\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterName\":\"贾女士\",\"jobId\":\"60686811\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2260686811%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'job': {'labels': [],\n",
       "      'salary': '15-25k·18薪',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dq': '深圳-福田区',\n",
       "      'title': '产品经理PM（国产线--华润微、芯朋微等）',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20231007173843',\n",
       "      'jobId': '60686811',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'link': 'https://www.liepin.com/job/1960686811.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'requireEduLevel': '本科',\n",
       "      'advViewFlag': False}}],\n",
       "   'compList': []},\n",
       "  'passThroughData': {'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'scene': 'condition',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'sfrom': 'search_job_pc'},\n",
       "  'pagination': {'currentPage': 0,\n",
       "   'totalCounts': 806,\n",
       "   'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'hasNext': False}}}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liepin_data = r.json()\n",
    "liepin_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 笔记：\n",
    "* 动态页面获取关键步骤：\n",
    "> 1. 如果获取不到数据，请首先做模拟用户，即模拟浏览器headers\n",
    "> 2. 检查F12 Network部分XHR中参数的信息，确保与浏览器参数一致，先保证可以获取到数据\n",
    "> 3. 在2的基础上，根据我们的数据需求优化参数数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 关于liepin核心参数的详细信息获取（帮助我们后续的分类查询）\n",
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job-cond-init',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = liepin_headers    # 模拟真实用户\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'jobKinds': [{'code': '1', 'name': '猎头职位'},\n",
       "   {'code': '2', 'name': '企业职位'}],\n",
       "  'workExperiences': [{'code': '1', 'name': '应届生'},\n",
       "   {'code': '2', 'name': '实习生'},\n",
       "   {'code': '0$1', 'name': '1年以内'},\n",
       "   {'code': '1$3', 'name': '1-3年'},\n",
       "   {'code': '3$5', 'name': '3-5年'},\n",
       "   {'code': '5$10', 'name': '5-10年'},\n",
       "   {'code': '10$999', 'name': '10年以上'}],\n",
       "  'compScales': [{'code': '010', 'name': '1-49人'},\n",
       "   {'code': '020', 'name': '50-99人'},\n",
       "   {'code': '030', 'name': '100-499人'},\n",
       "   {'code': '040', 'name': '500-999人'},\n",
       "   {'code': '050', 'name': '1000-2000人'},\n",
       "   {'code': '060', 'name': '2000-5000人'},\n",
       "   {'code': '070', 'name': '5000-10000人'},\n",
       "   {'code': '080', 'name': '10000人以上'}],\n",
       "  'industries': [{'children': [{'code': 'H01', 'name': '不限'},\n",
       "     {'code': 'H0001', 'name': '游戏'},\n",
       "     {'code': 'H0002', 'name': '电子商务'},\n",
       "     {'code': 'H0003', 'name': '新零售'},\n",
       "     {'code': 'H0004', 'name': '在线社交/媒体'},\n",
       "     {'code': 'H0005', 'name': '生活服务O2O'},\n",
       "     {'code': 'H0006', 'name': '在线教育'},\n",
       "     {'code': 'H0007', 'name': '互联网医疗'},\n",
       "     {'code': 'H0008', 'name': '云计算/大数据'},\n",
       "     {'code': 'H0009', 'name': '人工智能'},\n",
       "     {'code': 'H0010', 'name': '物联网'},\n",
       "     {'code': 'H0011', 'name': '区块链'},\n",
       "     {'code': 'H0012', 'name': '网络/信息安全'},\n",
       "     {'code': 'H0013', 'name': '计算机软件'},\n",
       "     {'code': 'H0014', 'name': '计算机硬件'},\n",
       "     {'code': 'H0015', 'name': '智能硬件'},\n",
       "     {'code': 'H0016', 'name': 'IT服务'},\n",
       "     {'code': 'H0017', 'name': '互联网'}],\n",
       "    'code': 'H01',\n",
       "    'name': 'IT/互联网/游戏'},\n",
       "   {'children': [{'code': 'H02', 'name': '不限'},\n",
       "     {'code': 'H0018', 'name': '电子/半导体/集成电路'},\n",
       "     {'code': 'H0019', 'name': '智能硬件'},\n",
       "     {'code': 'H0020', 'name': '运营商/增值服务'},\n",
       "     {'code': 'H0021', 'name': '通信设备'}],\n",
       "    'code': 'H02',\n",
       "    'name': '电子/通信/半导体'},\n",
       "   {'children': [{'code': 'H03', 'name': '不限'},\n",
       "     {'code': 'H0022', 'name': '房地产开发经营'},\n",
       "     {'code': 'H0023', 'name': '房地产租赁/中介'},\n",
       "     {'code': 'H0024', 'name': '物业/商业管理'},\n",
       "     {'code': 'H0025', 'name': '建材'},\n",
       "     {'code': 'H0026', 'name': '工程管理/勘察/监理'},\n",
       "     {'code': 'H0027', 'name': '建筑/工程设计'},\n",
       "     {'code': 'H0028', 'name': '工程施工'},\n",
       "     {'code': 'H0029', 'name': '装饰装修'}],\n",
       "    'code': 'H03',\n",
       "    'name': '房地产/建筑'},\n",
       "   {'children': [{'code': 'H04', 'name': '不限'},\n",
       "     {'code': 'H0030', 'name': '银行'},\n",
       "     {'code': 'H0031', 'name': '保险'},\n",
       "     {'code': 'H0032', 'name': '基金/证券/期货'},\n",
       "     {'code': 'H0033', 'name': '资产管理'},\n",
       "     {'code': 'H0034', 'name': '担保/拍卖/典当'},\n",
       "     {'code': 'H0035', 'name': '信托'},\n",
       "     {'code': 'H0036', 'name': '科技金融'},\n",
       "     {'code': 'H0037', 'name': '融资租赁/保理'},\n",
       "     {'code': 'H0038', 'name': '其他金融'}],\n",
       "    'code': 'H04',\n",
       "    'name': '金融'},\n",
       "   {'children': [{'code': 'H05', 'name': '不限'},\n",
       "     {'code': 'H0039', 'name': '食品/饮料/酒水'},\n",
       "     {'code': 'H0040', 'name': '日化'},\n",
       "     {'code': 'H0041', 'name': '烟草'},\n",
       "     {'code': 'H0042', 'name': '服装/纺织/皮革'},\n",
       "     {'code': 'H0043', 'name': '家具/家居'},\n",
       "     {'code': 'H0044', 'name': '家电'},\n",
       "     {'code': 'H0045', 'name': '办公用品/设备'},\n",
       "     {'code': 'H0046', 'name': '工艺品'},\n",
       "     {'code': 'H0047', 'name': '珠宝/首饰'},\n",
       "     {'code': 'H0048', 'name': '文娱用品/器材'},\n",
       "     {'code': 'H0049', 'name': '日用杂品'}],\n",
       "    'code': 'H05',\n",
       "    'name': '消费品'},\n",
       "   {'children': [{'code': 'H06', 'name': '不限'},\n",
       "     {'code': 'H0050', 'name': '制药'},\n",
       "     {'code': 'H0051', 'name': '生物技术'},\n",
       "     {'code': 'H0052', 'name': '医疗器械'},\n",
       "     {'code': 'H0053', 'name': '医疗机构'},\n",
       "     {'code': 'H0054', 'name': '医药流通'},\n",
       "     {'code': 'H0055', 'name': '医药外包'}],\n",
       "    'code': 'H06',\n",
       "    'name': '医疗健康'},\n",
       "   {'children': [{'code': 'H07', 'name': '不限'},\n",
       "     {'code': 'H0056', 'name': '汽车零部件及配件'},\n",
       "     {'code': 'H0057', 'name': '整车制造'},\n",
       "     {'code': 'H0058', 'name': '新能源汽车'},\n",
       "     {'code': 'H0059', 'name': '汽车交易/后市场'}],\n",
       "    'code': 'H07',\n",
       "    'name': '汽车'},\n",
       "   {'children': [{'code': 'H08', 'name': '不限'},\n",
       "     {'code': 'H0060', 'name': '机械/设备'},\n",
       "     {'code': 'H0061', 'name': '电气机械/器材'},\n",
       "     {'code': 'H0062', 'name': '仪器仪表'},\n",
       "     {'code': 'H0063', 'name': '轨道交通/船舶设备'},\n",
       "     {'code': 'H0064', 'name': '航空/航天设备'},\n",
       "     {'code': 'H0065', 'name': '新材料'},\n",
       "     {'code': 'H0066', 'name': '金属制品'},\n",
       "     {'code': 'H0067', 'name': '非金属矿物制品'},\n",
       "     {'code': 'H0068', 'name': '橡胶/塑料制品'},\n",
       "     {'code': 'H0069', 'name': '印刷/包装/造纸'},\n",
       "     {'code': 'H0070', 'name': '工业自动化'},\n",
       "     {'code': 'H0071', 'name': '家电'},\n",
       "     {'code': 'H0072', 'name': '家具/家居'},\n",
       "     {'code': 'H0073', 'name': '其他制造业'}],\n",
       "    'code': 'H08',\n",
       "    'name': '机械/制造'},\n",
       "   {'children': [{'code': 'H09', 'name': '不限'},\n",
       "     {'code': 'H0074', 'name': '学前教育'},\n",
       "     {'code': 'H0075', 'name': '学校教育'},\n",
       "     {'code': 'H0076', 'name': '培训服务'},\n",
       "     {'code': 'H0077', 'name': '其他教育培训'},\n",
       "     {'code': 'H0086', 'name': '学术/科研'}],\n",
       "    'code': 'H09',\n",
       "    'name': '教育培训/科研'},\n",
       "   {'children': [{'code': 'H10', 'name': '不限'},\n",
       "     {'code': 'H0078', 'name': '法律服务'},\n",
       "     {'code': 'H0079', 'name': '人力资源服务'},\n",
       "     {'code': 'H0080', 'name': '财务/审计/税务'},\n",
       "     {'code': 'H0081', 'name': '知识产权服务'},\n",
       "     {'code': 'H0082', 'name': '翻译服务'},\n",
       "     {'code': 'H0083', 'name': '咨询服务'},\n",
       "     {'code': 'H0084', 'name': '租赁业'},\n",
       "     {'code': 'H0085', 'name': '检测/认证'},\n",
       "     {'code': 'H0087', 'name': '专业技术服务'},\n",
       "     {'code': 'H0088', 'name': '科技推广服务'},\n",
       "     {'code': 'H0089', 'name': '其他商务服务业'}],\n",
       "    'code': 'H10',\n",
       "    'name': '专业服务'},\n",
       "   {'children': [{'code': 'H11', 'name': '不限'},\n",
       "     {'code': 'H0090', 'name': '广告/公关/会展'},\n",
       "     {'code': 'H0091', 'name': '广播/影视/录音'},\n",
       "     {'code': 'H0092', 'name': '新闻和出版业'},\n",
       "     {'code': 'H0093', 'name': '文化艺术业'},\n",
       "     {'code': 'H0094', 'name': '体育'}],\n",
       "    'code': 'H11',\n",
       "    'name': '广告/传媒/文化/体育'},\n",
       "   {'children': [{'code': 'H12', 'name': '不限'},\n",
       "     {'code': 'H0095', 'name': '餐饮业'},\n",
       "     {'code': 'H0096', 'name': '酒店/民宿'},\n",
       "     {'code': 'H0097', 'name': '旅游'},\n",
       "     {'code': 'H0098', 'name': '室内娱乐'},\n",
       "     {'code': 'H0099', 'name': '家政服务'},\n",
       "     {'code': 'H0100', 'name': '养老服务'},\n",
       "     {'code': 'H0101', 'name': '美容/美发/保健'},\n",
       "     {'code': 'H0102', 'name': '婚嫁/摄影'},\n",
       "     {'code': 'H0103', 'name': '宠物服务'},\n",
       "     {'code': 'H0104', 'name': '其他生活服务'}],\n",
       "    'code': 'H12',\n",
       "    'name': '生活服务'},\n",
       "   {'children': [{'code': 'H13', 'name': '不限'},\n",
       "     {'code': 'H0105', 'name': '民航/铁路/公路/水路客运'},\n",
       "     {'code': 'H0106', 'name': '货运/物流/仓储'},\n",
       "     {'code': 'H0107', 'name': '邮政/快递'},\n",
       "     {'code': 'H0108', 'name': '贸易/进出口'},\n",
       "     {'code': 'H0109', 'name': '批发/零售'}],\n",
       "    'code': 'H13',\n",
       "    'name': '交通/物流/贸易/零售'},\n",
       "   {'children': [{'code': 'H14', 'name': '不限'},\n",
       "     {'code': 'H0110', 'name': '矿产开采'},\n",
       "     {'code': 'H0111', 'name': '金属冶炼'},\n",
       "     {'code': 'H0112', 'name': '煤炭/燃料加工'},\n",
       "     {'code': 'H0113', 'name': '电力/热力/燃气/水务'},\n",
       "     {'code': 'H0114', 'name': '新能源'},\n",
       "     {'code': 'H0115', 'name': '石化'},\n",
       "     {'code': 'H0116', 'name': '化工'},\n",
       "     {'code': 'H0117', 'name': '环保'}],\n",
       "    'code': 'H14',\n",
       "    'name': '能源/化工/环保'},\n",
       "   {'children': [{'code': 'H15', 'name': '不限'},\n",
       "     {'code': 'H0118', 'name': '政府/公共事业'},\n",
       "     {'code': 'H0119', 'name': '非营利组织'},\n",
       "     {'code': 'H0120', 'name': '农/林/牧/渔'},\n",
       "     {'code': 'H0121', 'name': '其他行业'}],\n",
       "    'code': 'H15',\n",
       "    'name': '政府/非营利组织/其他'}],\n",
       "  'dqs': [],\n",
       "  'famousComps': [{'code': 'qua_0004', 'name': '财富中国500强'},\n",
       "   {'code': 'qua_0009', 'name': '创新企业100强'},\n",
       "   {'code': 'qua_0005', 'name': '制造业500强'},\n",
       "   {'code': 'qua_0003', 'name': '专精特新企业'},\n",
       "   {'code': 'qua_0001', 'name': '高新技术企业'},\n",
       "   {'code': 'qua_0008', 'name': '独角兽'}],\n",
       "  'educations': [{'code': '010', 'name': '博士'},\n",
       "   {'code': '020', 'name': 'MBA/EMBA'},\n",
       "   {'code': '030', 'name': '硕士'},\n",
       "   {'code': '040', 'name': '本科'},\n",
       "   {'code': '050', 'name': '大专'},\n",
       "   {'code': '060', 'name': '中专/中技'},\n",
       "   {'code': '080', 'name': '高中'},\n",
       "   {'code': '090', 'name': '初中及以下'}],\n",
       "  'financeStages': [{'code': '01', 'name': '天使轮'},\n",
       "   {'code': '02', 'name': 'A轮'},\n",
       "   {'code': '03', 'name': 'B轮'},\n",
       "   {'code': '04', 'name': 'C轮'},\n",
       "   {'code': '05', 'name': 'D轮及以上'},\n",
       "   {'code': '06', 'name': '已上市'},\n",
       "   {'code': '07', 'name': '战略融资'},\n",
       "   {'code': '08', 'name': '融资未公开'},\n",
       "   {'code': '99', 'name': '其他'}],\n",
       "  'compNatures': [{'code': '010', 'name': '外商独资·外企办事处'},\n",
       "   {'code': '020', 'name': '中外合营(合资·合作)'},\n",
       "   {'code': '030', 'name': '私营·民营企业'},\n",
       "   {'code': '040', 'name': '国有企业'},\n",
       "   {'code': '050', 'name': '国内上市公司'},\n",
       "   {'code': '060', 'name': '政府机关/非盈利机构'},\n",
       "   {'code': '070', 'name': '事业单位'},\n",
       "   {'code': '999', 'name': '其他'}],\n",
       "  'salaries': [{'code': '0$3', 'name': '3K以下'},\n",
       "   {'code': '3$5', 'name': '3K-5k'},\n",
       "   {'code': '5$10', 'name': '5K-10k'},\n",
       "   {'code': '10$20', 'name': '10K-20k'},\n",
       "   {'code': '20$40', 'name': '20K-40k'},\n",
       "   {'code': '40$60', 'name': '40K-60k'},\n",
       "   {'code': '60$999', 'name': '60K以上'}],\n",
       "  'hotCities': [{'code': '410', 'name': '全国'},\n",
       "   {'code': '010', 'name': '北京'},\n",
       "   {'code': '020', 'name': '上海'},\n",
       "   {'code': '030', 'name': '天津'},\n",
       "   {'code': '040', 'name': '重庆'},\n",
       "   {'code': '050020', 'name': '广州'},\n",
       "   {'code': '050090', 'name': '深圳'},\n",
       "   {'code': '060080', 'name': '苏州'},\n",
       "   {'code': '060020', 'name': '南京'},\n",
       "   {'code': '070020', 'name': '杭州'},\n",
       "   {'code': '210040', 'name': '大连'},\n",
       "   {'code': '280020', 'name': '成都'},\n",
       "   {'code': '170020', 'name': '武汉'},\n",
       "   {'code': '270020', 'name': '西安'}],\n",
       "  'pubTimes': [{'code': '', 'name': '不限'},\n",
       "   {'code': '1', 'name': '一天以内'},\n",
       "   {'code': '3', 'name': '三天以内'},\n",
       "   {'code': '7', 'name': '一周以内'},\n",
       "   {'code': '30', 'name': '一个月以内'}]}}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "condition = r.json()\n",
    "condition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 根据数据需求优化请求参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>...</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.link</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"userId\":\"ccdad52c2bbc660a07efab5c7119dcac\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>f2bc966edf87465727604c803496f761</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>64edb1871913aa27489a503a05u.png</td>\n",
       "      <td>ccdad52c2bbc660a07efab5c7119dcac</td>\n",
       "      <td>联和存储科技(江苏)有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>20231025092903</td>\n",
       "      <td>58727339</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1958727339.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"userId\":\"4b5b2f7a74ebead3aadebbe992efa486\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>a693fe2de3b813b818250961d28776f8</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>郑女士</td>\n",
       "      <td></td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>4b5b2f7a74ebead3aadebbe992efa486</td>\n",
       "      <td>倍生生物科技(深圳)有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>20231023105635</td>\n",
       "      <td>62389205</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1962389205.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"userId\":\"e2977cb7c48d92cc95ff89b467c8f367\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>1423ffc96d23eef6e358a4dcf6ef85b9</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>张女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>e2977cb7c48d92cc95ff89b467c8f367</td>\n",
       "      <td>深圳市大乐装建筑科技有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理（家装设计Saas）</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>20231019170606</td>\n",
       "      <td>62340719</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1962340719.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>4a4ece35206ffdf578f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>陈先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>57c4e9d345ce9f0a74a9b8cd04a.png</td>\n",
       "      <td>d4be0c7af21e622076f4668dbe33f725</td>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>...</td>\n",
       "      <td>Lazada-Data Product Manager-流量数据产品经理（深圳）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20210311143004</td>\n",
       "      <td>36908035</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1936908035.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"userId\":\"03a35b280d00a67bde30689f01e9fe19\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>5f8386ced4ae183262f6540bf442d9e7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>人力资源部主管</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>03a35b280d00a67bde30689f01e9fe19</td>\n",
       "      <td>中电港</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理 PM（NXP）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231016141158</td>\n",
       "      <td>44250585</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1944250585.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"userId\":\"435b286bb8f76f8f51d56a5f1de4256c\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>1302b01334b547df3eae059a38e31609</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王女士</td>\n",
       "      <td>Talent Acquisition</td>\n",
       "      <td>6098fbd5919e256bc8d799fe03u.png</td>\n",
       "      <td>435b286bb8f76f8f51d56a5f1de4256c</td>\n",
       "      <td>伊顿中国</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理 PLM PM</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230821133647</td>\n",
       "      <td>43765787</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1943765787.shtml</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"userId\":\"8a9f7420efe1111fa9891526b34c6c2a\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>f6dc9ce90b0921a49ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>万先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5db1849947b2f02171adf34907u.jpg</td>\n",
       "      <td>8a9f7420efe1111fa9891526b34c6c2a</td>\n",
       "      <td>某深圳大型电子/半导体/集成电路公司</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20231025172353</td>\n",
       "      <td>49967313</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/a/49967313.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"userId\":\"49456bf7c47ad70d219291c49e5b9314\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>b736db3b42e0395a5ffa3c8d56bb2e9d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>洪女士</td>\n",
       "      <td>助理总经理/总助(高管级)</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>49456bf7c47ad70d219291c49e5b9314</td>\n",
       "      <td>深圳中积芯科技有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230928114733</td>\n",
       "      <td>61924043</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1961924043.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"userId\":\"c204e12c186b70d57858b553fb56c213\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>c01b7239c29322d914c33c05749ae593</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>物联网解决方案事业部副总</td>\n",
       "      <td>616d0eaff3e81c74a137689a06u.png</td>\n",
       "      <td>c204e12c186b70d57858b553fb56c213</td>\n",
       "      <td>BroadLink</td>\n",
       "      <td>...</td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20211018102103</td>\n",
       "      <td>44022163</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1944022163.shtml</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"userId\":\"bba759b10dd4f30e2a1b9740c3514f62\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>005af46d9f3704303d9330917b5ed9b8</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>余先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>bba759b10dd4f30e2a1b9740c3514f62</td>\n",
       "      <td>深圳侠时代餐饮管理咨询有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>产品研发经理（小吃凉菜）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231025101329</td>\n",
       "      <td>62125471</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1962125471.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"userId\":\"27b40b320914b243bb131668d4424cd3\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>f6b7241c2baec70cb55f541d35f91cff</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>曾女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>27b40b320914b243bb131668d4424cd3</td>\n",
       "      <td>字节跳动</td>\n",
       "      <td>...</td>\n",
       "      <td>特效工具产品经理-智能创作  Effects Tools Product Manager-I...</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231020013412</td>\n",
       "      <td>61168405</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1961168405.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"userId\":\"0f490e3b52d7b4d209f146570e06808e\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>073e7f3d615fbf4744028f553778c6e1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>0f490e3b52d7b4d209f146570e06808e</td>\n",
       "      <td>鹏源电子</td>\n",
       "      <td>...</td>\n",
       "      <td>PM 产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231025092647</td>\n",
       "      <td>57342597</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1957342597.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"userId\":\"3ed0a57b953381ec00fd95f949e1e587\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>c2a7b3c534d4f3e28d1ff84e0a6c6898</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>王女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>3ed0a57b953381ec00fd95f949e1e587</td>\n",
       "      <td>深圳市华信科科技有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230707141108</td>\n",
       "      <td>59037701</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1959037701.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"userId\":\"e040df2a2277bc9edfc50be1acb5a8aa\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>4ef5526798483a4de37b0b202b2adc1c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>e040df2a2277bc9edfc50be1acb5a8aa</td>\n",
       "      <td>中印云端</td>\n",
       "      <td>...</td>\n",
       "      <td>产品线经理 （PM）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230814102813</td>\n",
       "      <td>60775157</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1960775157.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"userId\":\"c2e78dc87ba8babb5b05f36f9f4c7dce\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>4ca16030d71bd190ad8732728d6065d6</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>朱女士</td>\n",
       "      <td></td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>c2e78dc87ba8babb5b05f36f9f4c7dce</td>\n",
       "      <td>深圳华润九新药业有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>产品专员-抗感染BU市场部</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231024153918</td>\n",
       "      <td>62434771</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1962434771.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"userId\":\"a3efebbe5476fd144c7275e0b3131c5e\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>bf831b7e81387f4345913e3a4abf94f3</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>景女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>6305cf61b77e512ba9da292908u.png</td>\n",
       "      <td>a3efebbe5476fd144c7275e0b3131c5e</td>\n",
       "      <td>某深圳计算机软件公司</td>\n",
       "      <td>...</td>\n",
       "      <td>产品线经理PM 交通补贴 (154354)</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230815174402</td>\n",
       "      <td>48634761</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/a/48634761.shtml</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"userId\":\"784ac3ccc4474b6f71a2c9fecf9f2948\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>361ab007f8a1697171de52c3bc0b6279</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>张女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>784ac3ccc4474b6f71a2c9fecf9f2948</td>\n",
       "      <td>深圳市宏旺微电子有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理/PM</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230714142301</td>\n",
       "      <td>38687185</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1938687185.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"userId\":\"997ac596617df43a6fc5e5a3185cdff3\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>4d26494c54a77d5333f1d87ff4815723</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>卢女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>62fc9cee804e287457021c6403u.png</td>\n",
       "      <td>997ac596617df43a6fc5e5a3185cdff3</td>\n",
       "      <td>雅全电子</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221123151858</td>\n",
       "      <td>54319281</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1954319281.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"userId\":\"e2977cb7c48d92cc95ff89b467c8f367\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>1423ffc96d23eef6e358a4dcf6ef85b9</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>张女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>e2977cb7c48d92cc95ff89b467c8f367</td>\n",
       "      <td>深圳市大乐装建筑科技有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>室内施工图设计师</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231019110649</td>\n",
       "      <td>62323277</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1962323277.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"userId\":\"f5baa63b70999ea21bbb9ece786c9c4a\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>6d356058563a25376042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>蓝女士</td>\n",
       "      <td>招聘</td>\n",
       "      <td>5d4b8c2f81fb1a0d6f6ab53a03u.png</td>\n",
       "      <td>f5baa63b70999ea21bbb9ece786c9c4a</td>\n",
       "      <td>中信银行信用卡中心</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理(010154)</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231020132145</td>\n",
       "      <td>62357815</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1962357815.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"userId\":\"c2a37beb635ce04c1a47493faf33028d\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>3665e3a34b0ddcc0af3ffeaad667fde0</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>行政专员</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>c2a37beb635ce04c1a47493faf33028d</td>\n",
       "      <td>深圳市亿诚伟业电子有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230807163133</td>\n",
       "      <td>60604499</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1960604499.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"userId\":\"dd0950349f402d2194eb8148a132ff22\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>784c2b987245e47cc3598071a0e218f7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>杨先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>dd0950349f402d2194eb8148a132ff22</td>\n",
       "      <td>深圳市盈辉电子有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231025101506</td>\n",
       "      <td>47307987</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1947307987.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"userId\":\"0f490e3b52d7b4d209f146570e06808e\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>073e7f3d615fbf4744028f553778c6e1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>0f490e3b52d7b4d209f146570e06808e</td>\n",
       "      <td>鹏源电子</td>\n",
       "      <td>...</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231025092647</td>\n",
       "      <td>59431759</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1959431759.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"userId\":\"a58562f9e895113a96b14984e4c3aac6\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>63f83a66035b4f9686da8f3a9139f92c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>余女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>a58562f9e895113a96b14984e4c3aac6</td>\n",
       "      <td>道径电子</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理/PM</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230720144759</td>\n",
       "      <td>55750935</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1955750935.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"userId\":\"6bd83db4d420cd80a3b249221be97dc4\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>27fdfc91f6dc9809b64be310238bddad</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>6bd83db4d420cd80a3b249221be97dc4</td>\n",
       "      <td>深圳市宣盈科技有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230707142907</td>\n",
       "      <td>57179331</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1957179331.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"userId\":\"1185646b724f9912c393eccc5f8b43d1\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>0a4f64b46432b033a88090c0f9b26513</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>商务专员</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>1185646b724f9912c393eccc5f8b43d1</td>\n",
       "      <td>深圳市高维智创科技有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理（PM）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230608101922</td>\n",
       "      <td>56533879</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1956533879.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"userId\":\"dacd6a5aa3f238c18b38d6f56093b2cd\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>87308f241fde688761a8485668ee84be</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>张女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>dacd6a5aa3f238c18b38d6f56093b2cd</td>\n",
       "      <td>深圳市粤吉电子有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20220216165525</td>\n",
       "      <td>47135639</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1947135639.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"userId\":\"676976ba8ba9ecb043ed27b6aa9920aa\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>74529eb458bb0f3c244e08c53f86302f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>牟女士</td>\n",
       "      <td></td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>676976ba8ba9ecb043ed27b6aa9920aa</td>\n",
       "      <td>深圳市凯新达电子有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>代理线PM产品经理（电力电子方向）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230327164332</td>\n",
       "      <td>55751165</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1955751165.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"userId\":\"f8eab0e8ce9457acb13de5af5ca228eb\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>f01bd5ec019a068d99eeb040770b0b48</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>董女士</td>\n",
       "      <td>HRD</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>f8eab0e8ce9457acb13de5af5ca228eb</td>\n",
       "      <td>华芯控股</td>\n",
       "      <td>...</td>\n",
       "      <td>市场PM（市场产品经理）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231010143954</td>\n",
       "      <td>62102371</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1962102371.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"userId\":\"ac4610185d6c0a8468cfa4bf383ca6e0\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>10dcebc2c4e87aedc113e61f65e6c038</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>ac4610185d6c0a8468cfa4bf383ca6e0</td>\n",
       "      <td>深圳市威晟达科技有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>芯片产品经理(PM)</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231024112845</td>\n",
       "      <td>62423657</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1962423657.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"userId\":\"536827c2c697d609f810b517e6edb438\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>d636d1b63f2cb5bbe4ebb60240f6ac35</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>罗女士</td>\n",
       "      <td>无</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>536827c2c697d609f810b517e6edb438</td>\n",
       "      <td>深圳市天河星供应链有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>元器件产品经理PM（二三极管MOS管）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230915103453</td>\n",
       "      <td>59576335</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1959576335.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"userId\":\"59155e63732ffa0eb9903f0bd7b26bb3\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>6044cbd70b5f5c7ad3bb4520db770433</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>张女士</td>\n",
       "      <td>总经理</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>59155e63732ffa0eb9903f0bd7b26bb3</td>\n",
       "      <td>深圳市汇芯微电子有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20221108191636</td>\n",
       "      <td>53733605</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1953733605.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"userId\":\"f969c2563637eedf6a8c132456e6099a\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>05aaed5d4be9c2705ccdf9963d70cb82</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>程女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>f969c2563637eedf6a8c132456e6099a</td>\n",
       "      <td>宝创科技</td>\n",
       "      <td>...</td>\n",
       "      <td>通讯事业部-产品经理（PM)</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231024095804</td>\n",
       "      <td>61358687</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1961358687.shtml</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"userId\":\"23b668b7ef4cec0daa4401da99b69788\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>f3f2d41ee0fe321eaaa70b13e477f173</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>人事主管</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>23b668b7ef4cec0daa4401da99b69788</td>\n",
       "      <td>深圳市富临通实业股份有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>pm产品经理（BOURNS/GD）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230106153857</td>\n",
       "      <td>45491147</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1945491147.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"userId\":\"f8eab0e8ce9457acb13de5af5ca228eb\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>f01bd5ec019a068d99eeb040770b0b48</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>董女士</td>\n",
       "      <td>HRD</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>f8eab0e8ce9457acb13de5af5ca228eb</td>\n",
       "      <td>华芯控股</td>\n",
       "      <td>...</td>\n",
       "      <td>市场PM（高级市场产品经理）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231023135824</td>\n",
       "      <td>62395833</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1962395833.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"userId\":\"e055293ceb97e8ba80dc6f4632770b9d\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>1031b754d0cf9461f76fdb90ccba96fb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>李女士</td>\n",
       "      <td></td>\n",
       "      <td>5bd3bc2c8e50b2deb642ce5704a.jpg</td>\n",
       "      <td>e055293ceb97e8ba80dc6f4632770b9d</td>\n",
       "      <td>深圳市晶台股份有限公司</td>\n",
       "      <td>...</td>\n",
       "      <td>PM产品经理（功率器件）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231008092358</td>\n",
       "      <td>61436019</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1961436019.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"userId\":\"868304a795f24fd2578045cabdc23e35\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>95ae3e68cbd8f03d337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>卓女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5dd389a1d38a3d7423d99d5105u.jpg</td>\n",
       "      <td>868304a795f24fd2578045cabdc23e35</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>...</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20231025100817</td>\n",
       "      <td>48626171</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/a/48626171.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"userId\":\"040fb0f423490892184c70bb77110c0f\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>478ffe875d5ad1b19ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>何先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>040fb0f423490892184c70bb77110c0f</td>\n",
       "      <td>智楠半导体</td>\n",
       "      <td>...</td>\n",
       "      <td>代理商产品经理/PM（半导体）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231008102316</td>\n",
       "      <td>44818711</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1944818711.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"userId\":\"9558d6cee02396c88aa5df08719d318e\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>fae87a695169edd342eae08e8608c645</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>人力行政经理</td>\n",
       "      <td>64ae1eb15b376d6e1d676d6302u.png</td>\n",
       "      <td>9558d6cee02396c88aa5df08719d318e</td>\n",
       "      <td>捷迈科技</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理/PM</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231019091524</td>\n",
       "      <td>56671333</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1956671333.shtml</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"userId\":\"6fdaf3efbffc15fb9a1b372cd0d54045\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n",
       "      <td>7b0110f1d286b2a7acd19bcabb3b6f15</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>贾女士</td>\n",
       "      <td>HR招聘</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>6fdaf3efbffc15fb9a1b372cd0d54045</td>\n",
       "      <td>福建睿能科技</td>\n",
       "      <td>...</td>\n",
       "      <td>产品经理PM（国产线--华润微、芯朋微等）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20231007173843</td>\n",
       "      <td>60686811</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>https://www.liepin.com/job/1960686811.shtml</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"userId\":\"ccdad52c2bbc660a07efab5c7119dcac\",\"...   \n",
       "1   {\"userId\":\"4b5b2f7a74ebead3aadebbe992efa486\",\"...   \n",
       "2   {\"userId\":\"e2977cb7c48d92cc95ff89b467c8f367\",\"...   \n",
       "3   {\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"...   \n",
       "4   {\"userId\":\"03a35b280d00a67bde30689f01e9fe19\",\"...   \n",
       "5   {\"userId\":\"435b286bb8f76f8f51d56a5f1de4256c\",\"...   \n",
       "6   {\"userId\":\"8a9f7420efe1111fa9891526b34c6c2a\",\"...   \n",
       "7   {\"userId\":\"49456bf7c47ad70d219291c49e5b9314\",\"...   \n",
       "8   {\"userId\":\"c204e12c186b70d57858b553fb56c213\",\"...   \n",
       "9   {\"userId\":\"bba759b10dd4f30e2a1b9740c3514f62\",\"...   \n",
       "10  {\"userId\":\"27b40b320914b243bb131668d4424cd3\",\"...   \n",
       "11  {\"userId\":\"0f490e3b52d7b4d209f146570e06808e\",\"...   \n",
       "12  {\"userId\":\"3ed0a57b953381ec00fd95f949e1e587\",\"...   \n",
       "13  {\"userId\":\"e040df2a2277bc9edfc50be1acb5a8aa\",\"...   \n",
       "14  {\"userId\":\"c2e78dc87ba8babb5b05f36f9f4c7dce\",\"...   \n",
       "15  {\"userId\":\"a3efebbe5476fd144c7275e0b3131c5e\",\"...   \n",
       "16  {\"userId\":\"784ac3ccc4474b6f71a2c9fecf9f2948\",\"...   \n",
       "17  {\"userId\":\"997ac596617df43a6fc5e5a3185cdff3\",\"...   \n",
       "18  {\"userId\":\"e2977cb7c48d92cc95ff89b467c8f367\",\"...   \n",
       "19  {\"userId\":\"f5baa63b70999ea21bbb9ece786c9c4a\",\"...   \n",
       "20  {\"userId\":\"c2a37beb635ce04c1a47493faf33028d\",\"...   \n",
       "21  {\"userId\":\"dd0950349f402d2194eb8148a132ff22\",\"...   \n",
       "22  {\"userId\":\"0f490e3b52d7b4d209f146570e06808e\",\"...   \n",
       "23  {\"userId\":\"a58562f9e895113a96b14984e4c3aac6\",\"...   \n",
       "24  {\"userId\":\"6bd83db4d420cd80a3b249221be97dc4\",\"...   \n",
       "25  {\"userId\":\"1185646b724f9912c393eccc5f8b43d1\",\"...   \n",
       "26  {\"userId\":\"dacd6a5aa3f238c18b38d6f56093b2cd\",\"...   \n",
       "27  {\"userId\":\"676976ba8ba9ecb043ed27b6aa9920aa\",\"...   \n",
       "28  {\"userId\":\"f8eab0e8ce9457acb13de5af5ca228eb\",\"...   \n",
       "29  {\"userId\":\"ac4610185d6c0a8468cfa4bf383ca6e0\",\"...   \n",
       "30  {\"userId\":\"536827c2c697d609f810b517e6edb438\",\"...   \n",
       "31  {\"userId\":\"59155e63732ffa0eb9903f0bd7b26bb3\",\"...   \n",
       "32  {\"userId\":\"f969c2563637eedf6a8c132456e6099a\",\"...   \n",
       "33  {\"userId\":\"23b668b7ef4cec0daa4401da99b69788\",\"...   \n",
       "34  {\"userId\":\"f8eab0e8ce9457acb13de5af5ca228eb\",\"...   \n",
       "35  {\"userId\":\"e055293ceb97e8ba80dc6f4632770b9d\",\"...   \n",
       "36  {\"userId\":\"868304a795f24fd2578045cabdc23e35\",\"...   \n",
       "37  {\"userId\":\"040fb0f423490892184c70bb77110c0f\",\"...   \n",
       "38  {\"userId\":\"9558d6cee02396c88aa5df08719d318e\",\"...   \n",
       "39  {\"userId\":\"6fdaf3efbffc15fb9a1b372cd0d54045\",\"...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "1   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "2   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "3   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "4   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "5   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "6   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "7   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "8   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "9   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "10  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "11  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "12  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "13  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "14  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "15  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "16  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "17  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "18  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "19  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "20  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "21  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "22  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "23  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "24  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "25  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "26  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "27  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "28  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "29  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "30  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "31  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "32  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "33  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "34  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "35  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "36  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "37  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "38  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "39  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType  recruiter.chatted  \\\n",
       "0   f2bc966edf87465727604c803496f761                    2              False   \n",
       "1   a693fe2de3b813b818250961d28776f8                    2              False   \n",
       "2   1423ffc96d23eef6e358a4dcf6ef85b9                    2              False   \n",
       "3   4a4ece35206ffdf578f5885b11a76839                    2              False   \n",
       "4   5f8386ced4ae183262f6540bf442d9e7                    2              False   \n",
       "5   1302b01334b547df3eae059a38e31609                    2              False   \n",
       "6   f6dc9ce90b0921a49ccf3dc45f6d7696                    2              False   \n",
       "7   b736db3b42e0395a5ffa3c8d56bb2e9d                    2              False   \n",
       "8   c01b7239c29322d914c33c05749ae593                    2              False   \n",
       "9   005af46d9f3704303d9330917b5ed9b8                    2              False   \n",
       "10  f6b7241c2baec70cb55f541d35f91cff                    2              False   \n",
       "11  073e7f3d615fbf4744028f553778c6e1                    2              False   \n",
       "12  c2a7b3c534d4f3e28d1ff84e0a6c6898                    2              False   \n",
       "13  4ef5526798483a4de37b0b202b2adc1c                    2              False   \n",
       "14  4ca16030d71bd190ad8732728d6065d6                    2              False   \n",
       "15  bf831b7e81387f4345913e3a4abf94f3                    2              False   \n",
       "16  361ab007f8a1697171de52c3bc0b6279                    2              False   \n",
       "17  4d26494c54a77d5333f1d87ff4815723                    2              False   \n",
       "18  1423ffc96d23eef6e358a4dcf6ef85b9                    2              False   \n",
       "19  6d356058563a25376042c177f0a1d2b1                    2              False   \n",
       "20  3665e3a34b0ddcc0af3ffeaad667fde0                    2              False   \n",
       "21  784c2b987245e47cc3598071a0e218f7                    2              False   \n",
       "22  073e7f3d615fbf4744028f553778c6e1                    2              False   \n",
       "23  63f83a66035b4f9686da8f3a9139f92c                    2              False   \n",
       "24  27fdfc91f6dc9809b64be310238bddad                    2              False   \n",
       "25  0a4f64b46432b033a88090c0f9b26513                    2              False   \n",
       "26  87308f241fde688761a8485668ee84be                    2              False   \n",
       "27  74529eb458bb0f3c244e08c53f86302f                    2              False   \n",
       "28  f01bd5ec019a068d99eeb040770b0b48                    2              False   \n",
       "29  10dcebc2c4e87aedc113e61f65e6c038                    2              False   \n",
       "30  d636d1b63f2cb5bbe4ebb60240f6ac35                    2              False   \n",
       "31  6044cbd70b5f5c7ad3bb4520db770433                    2              False   \n",
       "32  05aaed5d4be9c2705ccdf9963d70cb82                    2              False   \n",
       "33  f3f2d41ee0fe321eaaa70b13e477f173                    2              False   \n",
       "34  f01bd5ec019a068d99eeb040770b0b48                    2              False   \n",
       "35  1031b754d0cf9461f76fdb90ccba96fb                    2              False   \n",
       "36  95ae3e68cbd8f03d337193710fe42056                    2              False   \n",
       "37  478ffe875d5ad1b19ccf3dc45f6d7696                    2              False   \n",
       "38  fae87a695169edd342eae08e8608c645                    2              False   \n",
       "39  7b0110f1d286b2a7acd19bcabb3b6f15                    2              False   \n",
       "\n",
       "   recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       "0                      王女士                       HR   \n",
       "1                      郑女士                            \n",
       "2                      张女士                     人事经理   \n",
       "3                      陈先生                     招聘经理   \n",
       "4                      郑女士                  人力资源部主管   \n",
       "5                      王女士       Talent Acquisition   \n",
       "6                      万先生                     猎头顾问   \n",
       "7                      洪女士            助理总经理/总助(高管级)   \n",
       "8                      刘先生             物联网解决方案事业部副总   \n",
       "9                      余先生                       HR   \n",
       "10                     曾女士                       HR   \n",
       "11                     郑女士                     招聘主管   \n",
       "12                     王女士                     招聘主管   \n",
       "13                     朱女士                       人事   \n",
       "14                     朱女士                            \n",
       "15                     景女士                     猎头顾问   \n",
       "16                     张女士                       HR   \n",
       "17                     卢女士                       HR   \n",
       "18                     张女士                     人事经理   \n",
       "19                     蓝女士                       招聘   \n",
       "20                     郑女士                     行政专员   \n",
       "21                     杨先生                       HR   \n",
       "22                     郑女士                     招聘主管   \n",
       "23                     余女士                   人力资源经理   \n",
       "24                     黄女士                       人事   \n",
       "25                     刘女士                     商务专员   \n",
       "26                     张女士                       人事   \n",
       "27                     牟女士                            \n",
       "28                     董女士                      HRD   \n",
       "29                     吴女士                       HR   \n",
       "30                     罗女士                        无   \n",
       "31                     张女士                      总经理   \n",
       "32                     程女士                       HR   \n",
       "33                     吴女士                     人事主管   \n",
       "34                     董女士                      HRD   \n",
       "35                     李女士                            \n",
       "36                     卓女士                     猎头顾问   \n",
       "37                     何先生                       HR   \n",
       "38                     刘女士                   人力行政经理   \n",
       "39                     贾女士                     HR招聘   \n",
       "\n",
       "           recruiter.recruiterPhoto             recruiter.recruiterId  \\\n",
       "0   64edb1871913aa27489a503a05u.png  ccdad52c2bbc660a07efab5c7119dcac   \n",
       "1   5f8f9865ea60860b75384fa508u.jpg  4b5b2f7a74ebead3aadebbe992efa486   \n",
       "2   5f8f98648dbe6273dcf8515508u.jpg  e2977cb7c48d92cc95ff89b467c8f367   \n",
       "3   57c4e9d345ce9f0a74a9b8cd04a.png  d4be0c7af21e622076f4668dbe33f725   \n",
       "4   5f8f9866dfb13a7dee342f1808u.jpg  03a35b280d00a67bde30689f01e9fe19   \n",
       "5   6098fbd5919e256bc8d799fe03u.png  435b286bb8f76f8f51d56a5f1de4256c   \n",
       "6   5db1849947b2f02171adf34907u.jpg  8a9f7420efe1111fa9891526b34c6c2a   \n",
       "7   5f8f9865ea60860b75384fa508u.jpg  49456bf7c47ad70d219291c49e5b9314   \n",
       "8   616d0eaff3e81c74a137689a06u.png  c204e12c186b70d57858b553fb56c213   \n",
       "9   5f8f98698dbe6273dcf8516008u.jpg  bba759b10dd4f30e2a1b9740c3514f62   \n",
       "10  5f8f9866dfb13a7dee342f1808u.jpg  27b40b320914b243bb131668d4424cd3   \n",
       "11  5f8f9866dfb13a7dee342f1808u.jpg  0f490e3b52d7b4d209f146570e06808e   \n",
       "12  5f8f9865ea60860b75384fa508u.jpg  3ed0a57b953381ec00fd95f949e1e587   \n",
       "13  5f8f98648dbe6273dcf8515508u.jpg  e040df2a2277bc9edfc50be1acb5a8aa   \n",
       "14  5f8f98648dbe6273dcf8515508u.jpg  c2e78dc87ba8babb5b05f36f9f4c7dce   \n",
       "15  6305cf61b77e512ba9da292908u.png  a3efebbe5476fd144c7275e0b3131c5e   \n",
       "16  5f8f9865ea60860b75384fa508u.jpg  784ac3ccc4474b6f71a2c9fecf9f2948   \n",
       "17  62fc9cee804e287457021c6403u.png  997ac596617df43a6fc5e5a3185cdff3   \n",
       "18  5f8f98648dbe6273dcf8515508u.jpg  e2977cb7c48d92cc95ff89b467c8f367   \n",
       "19  5d4b8c2f81fb1a0d6f6ab53a03u.png  f5baa63b70999ea21bbb9ece786c9c4a   \n",
       "20  5f8f986779c7cc70efbf36c008u.jpg  c2a37beb635ce04c1a47493faf33028d   \n",
       "21  5f8f986c79c7cc70efbf36c808u.jpg  dd0950349f402d2194eb8148a132ff22   \n",
       "22  5f8f9866dfb13a7dee342f1808u.jpg  0f490e3b52d7b4d209f146570e06808e   \n",
       "23  5f8f9866dfb13a7dee342f1808u.jpg  a58562f9e895113a96b14984e4c3aac6   \n",
       "24  5f8f9863f6d1ab58476f246a08u.jpg  6bd83db4d420cd80a3b249221be97dc4   \n",
       "25  5f8f9866dfb13a7dee342f1808u.jpg  1185646b724f9912c393eccc5f8b43d1   \n",
       "26  5f8f986779c7cc70efbf36c008u.jpg  dacd6a5aa3f238c18b38d6f56093b2cd   \n",
       "27  5f8f9865ea60860b75384fa508u.jpg  676976ba8ba9ecb043ed27b6aa9920aa   \n",
       "28  5f8f9863f6d1ab58476f246a08u.jpg  f8eab0e8ce9457acb13de5af5ca228eb   \n",
       "29  5f8f98648dbe6273dcf8515508u.jpg  ac4610185d6c0a8468cfa4bf383ca6e0   \n",
       "30  5f8f9865ea60860b75384fa508u.jpg  536827c2c697d609f810b517e6edb438   \n",
       "31  5f8f986779c7cc70efbf36c008u.jpg  59155e63732ffa0eb9903f0bd7b26bb3   \n",
       "32  5f8f986779c7cc70efbf36c008u.jpg  f969c2563637eedf6a8c132456e6099a   \n",
       "33  5f8f9865ea60860b75384fa508u.jpg  23b668b7ef4cec0daa4401da99b69788   \n",
       "34  5f8f9863f6d1ab58476f246a08u.jpg  f8eab0e8ce9457acb13de5af5ca228eb   \n",
       "35  5bd3bc2c8e50b2deb642ce5704a.jpg  e055293ceb97e8ba80dc6f4632770b9d   \n",
       "36  5dd389a1d38a3d7423d99d5105u.jpg  868304a795f24fd2578045cabdc23e35   \n",
       "37  5f8f9868f6d1ab58476f24a008u.jpg  040fb0f423490892184c70bb77110c0f   \n",
       "38  64ae1eb15b376d6e1d676d6302u.png  9558d6cee02396c88aa5df08719d318e   \n",
       "39  5f8f986779c7cc70efbf36c008u.jpg  6fdaf3efbffc15fb9a1b372cd0d54045   \n",
       "\n",
       "         comp.compName  ...  \\\n",
       "0       联和存储科技(江苏)有限公司  ...   \n",
       "1       倍生生物科技(深圳)有限公司  ...   \n",
       "2       深圳市大乐装建筑科技有限公司  ...   \n",
       "3               阿里巴巴集团  ...   \n",
       "4                  中电港  ...   \n",
       "5                 伊顿中国  ...   \n",
       "6   某深圳大型电子/半导体/集成电路公司  ...   \n",
       "7          深圳中积芯科技有限公司  ...   \n",
       "8            BroadLink  ...   \n",
       "9      深圳侠时代餐饮管理咨询有限公司  ...   \n",
       "10                字节跳动  ...   \n",
       "11                鹏源电子  ...   \n",
       "12        深圳市华信科科技有限公司  ...   \n",
       "13                中印云端  ...   \n",
       "14        深圳华润九新药业有限公司  ...   \n",
       "15          某深圳计算机软件公司  ...   \n",
       "16        深圳市宏旺微电子有限公司  ...   \n",
       "17                雅全电子  ...   \n",
       "18      深圳市大乐装建筑科技有限公司  ...   \n",
       "19           中信银行信用卡中心  ...   \n",
       "20       深圳市亿诚伟业电子有限公司  ...   \n",
       "21         深圳市盈辉电子有限公司  ...   \n",
       "22                鹏源电子  ...   \n",
       "23                道径电子  ...   \n",
       "24         深圳市宣盈科技有限公司  ...   \n",
       "25       深圳市高维智创科技有限公司  ...   \n",
       "26         深圳市粤吉电子有限公司  ...   \n",
       "27        深圳市凯新达电子有限公司  ...   \n",
       "28                华芯控股  ...   \n",
       "29        深圳市威晟达科技有限公司  ...   \n",
       "30       深圳市天河星供应链有限公司  ...   \n",
       "31        深圳市汇芯微电子有限公司  ...   \n",
       "32                宝创科技  ...   \n",
       "33      深圳市富临通实业股份有限公司  ...   \n",
       "34                华芯控股  ...   \n",
       "35         深圳市晶台股份有限公司  ...   \n",
       "36               某知名公司  ...   \n",
       "37               智楠半导体  ...   \n",
       "38                捷迈科技  ...   \n",
       "39              福建睿能科技  ...   \n",
       "\n",
       "                                            job.title job.jobKind  job.topJob  \\\n",
       "0                                              PM产品经理           2        True   \n",
       "1                                              高级产品经理           2        True   \n",
       "2                                      产品经理（家装设计Saas）           2        True   \n",
       "3            Lazada-Data Product Manager-流量数据产品经理（深圳）           2       False   \n",
       "4                                        产品经理 PM（NXP）           2       False   \n",
       "5                                         产品经理 PLM PM           2       False   \n",
       "6                                              产品经理PM           1       False   \n",
       "7                                              PM产品经理           2       False   \n",
       "8                                              pm产品经理           2       False   \n",
       "9                                        产品研发经理（小吃凉菜）           2       False   \n",
       "10  特效工具产品经理-智能创作  Effects Tools Product Manager-I...           2       False   \n",
       "11                                            PM 产品经理           2       False   \n",
       "12                                             产品经理PM           2       False   \n",
       "13                                         产品线经理 （PM）           2       False   \n",
       "14                                      产品专员-抗感染BU市场部           2       False   \n",
       "15                              产品线经理PM 交通补贴 (154354)           1       False   \n",
       "16                                            产品经理/PM           2       False   \n",
       "17                                             产品经理PM           2       False   \n",
       "18                                           室内施工图设计师           2       False   \n",
       "19                                       产品经理(010154)           2       False   \n",
       "20                                             PM产品经理           2       False   \n",
       "21                                             产品经理PM           2       False   \n",
       "22                                             PM产品经理           2       False   \n",
       "23                                            产品经理/PM           2       False   \n",
       "24                                             PM产品经理           2       False   \n",
       "25                                           产品经理（PM）           2       False   \n",
       "26                                             pm产品经理           2       False   \n",
       "27                                  代理线PM产品经理（电力电子方向）           2       False   \n",
       "28                                       市场PM（市场产品经理）           2       False   \n",
       "29                                         芯片产品经理(PM)           2       False   \n",
       "30                                元器件产品经理PM（二三极管MOS管）           2       False   \n",
       "31                                             产品经理PM           2       False   \n",
       "32                                     通讯事业部-产品经理（PM)           2       False   \n",
       "33                                  pm产品经理（BOURNS/GD）           2       False   \n",
       "34                                     市场PM（高级市场产品经理）           2       False   \n",
       "35                                       PM产品经理（功率器件）           2       False   \n",
       "36                                             PM产品经理           1       False   \n",
       "37                                    代理商产品经理/PM（半导体）           2       False   \n",
       "38                                            产品经理/PM           2       False   \n",
       "39                              产品经理PM（国产线--华润微、芯朋微等）           2       False   \n",
       "\n",
       "   job.refreshTime job.jobId  \\\n",
       "0   20231025092903  58727339   \n",
       "1   20231023105635  62389205   \n",
       "2   20231019170606  62340719   \n",
       "3   20210311143004  36908035   \n",
       "4   20231016141158  44250585   \n",
       "5   20230821133647  43765787   \n",
       "6   20231025172353  49967313   \n",
       "7   20230928114733  61924043   \n",
       "8   20211018102103  44022163   \n",
       "9   20231025101329  62125471   \n",
       "10  20231020013412  61168405   \n",
       "11  20231025092647  57342597   \n",
       "12  20230707141108  59037701   \n",
       "13  20230814102813  60775157   \n",
       "14  20231024153918  62434771   \n",
       "15  20230815174402  48634761   \n",
       "16  20230714142301  38687185   \n",
       "17  20221123151858  54319281   \n",
       "18  20231019110649  62323277   \n",
       "19  20231020132145  62357815   \n",
       "20  20230807163133  60604499   \n",
       "21  20231025101506  47307987   \n",
       "22  20231025092647  59431759   \n",
       "23  20230720144759  55750935   \n",
       "24  20230707142907  57179331   \n",
       "25  20230608101922  56533879   \n",
       "26  20220216165525  47135639   \n",
       "27  20230327164332  55751165   \n",
       "28  20231010143954  62102371   \n",
       "29  20231024112845  62423657   \n",
       "30  20230915103453  59576335   \n",
       "31  20221108191636  53733605   \n",
       "32  20231024095804  61358687   \n",
       "33  20230106153857  45491147   \n",
       "34  20231023135824  62395833   \n",
       "35  20231008092358  61436019   \n",
       "36  20231025100817  48626171   \n",
       "37  20231008102316  44818711   \n",
       "38  20231019091524  56671333   \n",
       "39  20231007173843  60686811   \n",
       "\n",
       "                                       job.dataPromId  \\\n",
       "0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "\n",
       "                                       job.link job.requireWorkYears  \\\n",
       "0   https://www.liepin.com/job/1958727339.shtml                5-10年   \n",
       "1   https://www.liepin.com/job/1962389205.shtml                5-10年   \n",
       "2   https://www.liepin.com/job/1962340719.shtml                 3-5年   \n",
       "3   https://www.liepin.com/job/1936908035.shtml                5-10年   \n",
       "4   https://www.liepin.com/job/1944250585.shtml                5-10年   \n",
       "5   https://www.liepin.com/job/1943765787.shtml                10年以上   \n",
       "6       https://www.liepin.com/a/49967313.shtml                5-10年   \n",
       "7   https://www.liepin.com/job/1961924043.shtml                5-10年   \n",
       "8   https://www.liepin.com/job/1944022163.shtml                 经验不限   \n",
       "9   https://www.liepin.com/job/1962125471.shtml                 3-5年   \n",
       "10  https://www.liepin.com/job/1961168405.shtml                5-10年   \n",
       "11  https://www.liepin.com/job/1957342597.shtml                 3-5年   \n",
       "12  https://www.liepin.com/job/1959037701.shtml                5-10年   \n",
       "13  https://www.liepin.com/job/1960775157.shtml                 1-3年   \n",
       "14  https://www.liepin.com/job/1962434771.shtml                 1-3年   \n",
       "15      https://www.liepin.com/a/48634761.shtml                 一年以下   \n",
       "16  https://www.liepin.com/job/1938687185.shtml                 3-5年   \n",
       "17  https://www.liepin.com/job/1954319281.shtml                 3-5年   \n",
       "18  https://www.liepin.com/job/1962323277.shtml                 1-3年   \n",
       "19  https://www.liepin.com/job/1962357815.shtml                 3-5年   \n",
       "20  https://www.liepin.com/job/1960604499.shtml                 3-5年   \n",
       "21  https://www.liepin.com/job/1947307987.shtml                 3-5年   \n",
       "22  https://www.liepin.com/job/1959431759.shtml                 3-5年   \n",
       "23  https://www.liepin.com/job/1955750935.shtml                5-10年   \n",
       "24  https://www.liepin.com/job/1957179331.shtml                 3-5年   \n",
       "25  https://www.liepin.com/job/1956533879.shtml                 3-5年   \n",
       "26  https://www.liepin.com/job/1947135639.shtml                 1-3年   \n",
       "27  https://www.liepin.com/job/1955751165.shtml                5-10年   \n",
       "28  https://www.liepin.com/job/1962102371.shtml                 1-3年   \n",
       "29  https://www.liepin.com/job/1962423657.shtml                 1-3年   \n",
       "30  https://www.liepin.com/job/1959576335.shtml                5-10年   \n",
       "31  https://www.liepin.com/job/1953733605.shtml                 3-5年   \n",
       "32  https://www.liepin.com/job/1961358687.shtml                 1-3年   \n",
       "33  https://www.liepin.com/job/1945491147.shtml                 3-5年   \n",
       "34  https://www.liepin.com/job/1962395833.shtml                 3-5年   \n",
       "35  https://www.liepin.com/job/1961436019.shtml                 3-5年   \n",
       "36      https://www.liepin.com/a/48626171.shtml                5-10年   \n",
       "37  https://www.liepin.com/job/1944818711.shtml                 3-5年   \n",
       "38  https://www.liepin.com/job/1956671333.shtml                 3-5年   \n",
       "39  https://www.liepin.com/job/1960686811.shtml                5-10年   \n",
       "\n",
       "   job.requireEduLevel job.advViewFlag  \n",
       "0                 统招本科            True  \n",
       "1                   本科            True  \n",
       "2                 统招本科            True  \n",
       "3                 学历不限           False  \n",
       "4                   本科           False  \n",
       "5                   本科           False  \n",
       "6                   本科           False  \n",
       "7                   大专           False  \n",
       "8                   本科           False  \n",
       "9                   大专           False  \n",
       "10                  本科           False  \n",
       "11                  大专           False  \n",
       "12                  大专           False  \n",
       "13                  本科           False  \n",
       "14                统招本科           False  \n",
       "15                  大专           False  \n",
       "16                  大专           False  \n",
       "17                  本科           False  \n",
       "18                统招本科           False  \n",
       "19                  本科           False  \n",
       "20                  本科           False  \n",
       "21                统招本科           False  \n",
       "22                  大专           False  \n",
       "23                  大专           False  \n",
       "24                  大专           False  \n",
       "25                统招本科           False  \n",
       "26                  大专           False  \n",
       "27                  本科           False  \n",
       "28                  大专           False  \n",
       "29                  大专           False  \n",
       "30                  大专           False  \n",
       "31                  本科           False  \n",
       "32                  本科           False  \n",
       "33                  本科           False  \n",
       "34                  本科           False  \n",
       "35                  本科           False  \n",
       "36                学历不限           False  \n",
       "37                  大专           False  \n",
       "38                  本科           False  \n",
       "39                  本科           False  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(liepin_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>010</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>020</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>030</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>040</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>050</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>060</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>070</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>080</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  code         name\n",
       "0  010        1-49人\n",
       "1  020       50-99人\n",
       "2  030     100-499人\n",
       "3  040     500-999人\n",
       "4  050   1000-2000人\n",
       "5  060   2000-5000人\n",
       "6  070  5000-10000人\n",
       "7  080     10000人以上"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compScales  = pd.json_normalize(condition['data']['compScales'])\n",
    "compScales"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
